{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from celluloid import Camera\n",
    "from collections import defaultdict\n",
    "from functools import partial\n",
    "from tqdm import tqdm\n",
    "\n",
    "from tsmoothie.utils_func import sim_randomwalk, sim_seasonal_data\n",
    "from tsmoothie.smoother import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION FOR PLOTTING ###\n",
    "\n",
    "def plot_history(ax, i, is_anomaly, window_len, color='blue', **pltargs):\n",
    "    \n",
    "    posrange = np.arange(0,i)\n",
    "    \n",
    "    ax.fill_between(posrange[window_len:], \n",
    "                    pltargs['low'][1:], pltargs['up'][1:], \n",
    "                    color=color, alpha=0.2)\n",
    "    if is_anomaly:\n",
    "        ax.scatter(i-1, pltargs['original'][-1], c='red')\n",
    "    else:\n",
    "        ax.scatter(i-1, pltargs['original'][-1], c='black')\n",
    "    ax.scatter(i-1, pltargs['smooth'][-1], c=color)\n",
    "    \n",
    "    ax.plot(posrange, pltargs['original'][1:], '.k')\n",
    "    ax.plot(posrange[window_len:], \n",
    "            pltargs['smooth'][1:], color=color, linewidth=3)\n",
    "    \n",
    "    if 'ano_id' in pltargs.keys():\n",
    "        if pltargs['ano_id'].sum()>0:\n",
    "            not_zeros = pltargs['ano_id'][pltargs['ano_id']!=0] -1\n",
    "            ax.scatter(not_zeros, pltargs['original'][1:][not_zeros], \n",
    "                       c='red', alpha=1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# POINT ANOMALIES: RANDOM WALKS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GENERATE DATA ###\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "n_series, timesteps = 3, 200\n",
    "\n",
    "data = sim_randomwalk(n_series=n_series, timesteps=timesteps, \n",
    "                      process_noise=10, measure_noise=30)\n",
    "\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.T)\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SLIDING WINDOW PARAMETER ###\n",
    "\n",
    "window_len = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 201/201 [00:06<00:00, 29.17it/s]\n",
      "MovieWriter ffmpeg unavailable; trying to use <class 'matplotlib.animation.PillowWriter'> instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CREATING GIF...\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "### SIMULATE PROCESS REAL-TIME AND CREATE GIF ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "camera = Camera(fig)\n",
    "\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "series = defaultdict(partial(np.ndarray, shape=(n_series,1), dtype='float32'))\n",
    "\n",
    "for i in tqdm(range(timesteps+1), total=(timesteps+1)):\n",
    "    \n",
    "    if i>window_len:\n",
    "    \n",
    "        smoother = ConvolutionSmoother(window_len=window_len, window_type='ones')\n",
    "        smoother.smooth(series['original'][:,-window_len:])\n",
    "\n",
    "        series['smooth'] = np.hstack([series['smooth'], smoother.smooth_data[:,[-1]]]) \n",
    "\n",
    "        _low, _up = smoother.get_intervals('sigma_interval', n_sigma=2)\n",
    "        series['low'] = np.hstack([series['low'], _low[:,[-1]]])\n",
    "        series['up'] = np.hstack([series['up'], _up[:,[-1]]])\n",
    "\n",
    "        is_anomaly = np.logical_or(\n",
    "            series['original'][:,-1] > series['up'][:,-1], \n",
    "            series['original'][:,-1] < series['low'][:,-1]\n",
    "        ).reshape(-1,1)\n",
    "        \n",
    "        if is_anomaly.any():\n",
    "            series['ano_id'] = np.hstack([series['ano_id'], is_anomaly*i]).astype(int)\n",
    "            \n",
    "        for s in range(n_series):\n",
    "            pltargs = {k:v[s,:] for k,v in series.items()}\n",
    "            plot_history(axes[s], i, is_anomaly[s], window_len, \n",
    "                         **pltargs)\n",
    "\n",
    "        camera.snap()\n",
    "        \n",
    "    if i>=timesteps:\n",
    "        continue\n",
    "    \n",
    "    series['original'] = np.hstack([series['original'], data[:,[i]]])\n",
    "\n",
    "    \n",
    "print('CREATING GIF...')  # it may take a few seconds\n",
    "camera._photos = [camera._photos[-1]] + camera._photos\n",
    "animation = camera.animate()\n",
    "animation.save('animation1.gif')\n",
    "plt.close(fig)\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT FINAL RESULT ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "\n",
    "for i,ax in enumerate(axes):\n",
    "    \n",
    "    posrange = np.arange(window_len,timesteps)\n",
    "    \n",
    "    ax.plot(series['original'][i,1:], '.k')\n",
    "    ax.plot(posrange, series['smooth'][i,1:], c='blue', linewidth=3)\n",
    "    \n",
    "    ax.fill_between(posrange, \n",
    "                    series['low'][i,1:], series['up'][i,1:], \n",
    "                    color='blue', alpha=0.2)\n",
    "    \n",
    "    ano_id = series['ano_id'][i][series['ano_id'][i] != 0] -1\n",
    "    \n",
    "    if len(ano_id)>0:\n",
    "        ax.scatter(ano_id, series['original'][i,1:][ano_id], \n",
    "                   c='red', alpha=1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# POINT ANOMALIES: SEASONAL DATA WITHOUT TREND"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GENERATE DATA ###\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "n_series, timesteps = 3, 200\n",
    "\n",
    "data = sim_seasonal_data(n_series=n_series, timesteps=timesteps, \n",
    "                         freq=24, measure_noise=20, amp=[30,40,50])\n",
    "\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.T)\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SLIDING WINDOW PARAMETER ###\n",
    "\n",
    "window_len = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 201/201 [00:07<00:00, 26.55it/s]\n",
      "MovieWriter ffmpeg unavailable; trying to use <class 'matplotlib.animation.PillowWriter'> instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CREATING GIF...\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "### SIMULATE PROCESS REAL-TIME AND CREATE GIF ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "camera = Camera(fig)\n",
    "\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "series = defaultdict(partial(np.ndarray, shape=(n_series,1), dtype='float32'))\n",
    "\n",
    "for i in tqdm(range(timesteps+1), total=(timesteps+1)):\n",
    "    \n",
    "    if i>window_len:\n",
    "    \n",
    "        smoother = ExponentialSmoother(window_len=window_len//2, alpha=0.4)\n",
    "        smoother.smooth(series['original'][:,-window_len:])\n",
    "\n",
    "        series['smooth'] = np.hstack([series['smooth'], smoother.smooth_data[:,[-1]]]) \n",
    "\n",
    "        _low, _up = smoother.get_intervals('sigma_interval', n_sigma=2)\n",
    "        series['low'] = np.hstack([series['low'], _low[:,[-1]]])\n",
    "        series['up'] = np.hstack([series['up'], _up[:,[-1]]])\n",
    "\n",
    "        is_anomaly = np.logical_or(\n",
    "            series['original'][:,-1] > series['up'][:,-1], \n",
    "            series['original'][:,-1] < series['low'][:,-1]\n",
    "        ).reshape(-1,1)\n",
    "        \n",
    "        if is_anomaly.any():\n",
    "            series['ano_id'] = np.hstack([series['ano_id'], is_anomaly*i]).astype(int)\n",
    "            \n",
    "        for s in range(n_series):\n",
    "            pltargs = {k:v[s,:] for k,v in series.items()}\n",
    "            plot_history(axes[s], i, is_anomaly[s], window_len, \n",
    "                         **pltargs)\n",
    "\n",
    "        camera.snap()\n",
    "    \n",
    "    if i>=timesteps:\n",
    "        continue\n",
    "    \n",
    "    series['original'] = np.hstack([series['original'], data[:,[i]]])\n",
    "    \n",
    "\n",
    "print('CREATING GIF...')  # it may take a few seconds\n",
    "camera._photos = [camera._photos[-1]] + camera._photos\n",
    "animation = camera.animate()\n",
    "animation.save('animation2.gif')\n",
    "plt.close(fig)\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT FINAL RESULT ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "\n",
    "for i,ax in enumerate(axes):\n",
    "    \n",
    "    posrange = np.arange(window_len,timesteps)\n",
    "    \n",
    "    ax.plot(series['original'][i,1:], '.k')\n",
    "    ax.plot(posrange, series['smooth'][i,1:], c='blue', linewidth=3)\n",
    "    \n",
    "    ax.fill_between(posrange, \n",
    "                    series['low'][i,1:], series['up'][i,1:], \n",
    "                    color='blue', alpha=0.2)\n",
    "    \n",
    "    ano_id = series['ano_id'][i][series['ano_id'][i] != 0] -1\n",
    "    \n",
    "    if len(ano_id)>0:\n",
    "        ax.scatter(ano_id, series['original'][i,1:][ano_id], \n",
    "                   c='red', alpha=1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PATTERN ANOMALIES: SEASONAL DATA WITH TREND"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### GENERATE DATA ###\n",
    "\n",
    "np.random.seed(42)\n",
    "\n",
    "n_series, timesteps = 3, 600\n",
    "\n",
    "data = sim_randomwalk(n_series=n_series, timesteps=timesteps, \n",
    "                      process_noise=1, measure_noise=0)\n",
    "seasons = sim_seasonal_data(n_series=n_series, timesteps=timesteps, \n",
    "                            freq=24, measure_noise=4, level=0, amp=10)\n",
    "data = data + seasons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data.T)\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SLIDING WINDOW PARAMETER ###\n",
    "\n",
    "window_len = 24*5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 601/601 [00:23<00:00, 26.00it/s]\n",
      "MovieWriter ffmpeg unavailable; trying to use <class 'matplotlib.animation.PillowWriter'> instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CREATING GIF...\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "### SIMULATE PROCESS REAL-TIME AND CREATE GIF ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "camera = Camera(fig)\n",
    "\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "series = defaultdict(partial(np.ndarray, shape=(n_series,1), dtype='float32'))\n",
    "\n",
    "for i in tqdm(range(timesteps+1), total=(timesteps+1)):\n",
    "    \n",
    "    if i>window_len:\n",
    "    \n",
    "        smoother = DecomposeSmoother(smooth_type='convolution', periods=24,\n",
    "                                     window_len=window_len//3, window_type='ones')\n",
    "        smoother.smooth(series['original'][:,-window_len:])\n",
    "\n",
    "        series['smooth'] = np.hstack([series['smooth'], smoother.smooth_data[:,[-1]]]) \n",
    "\n",
    "        _low, _up = smoother.get_intervals('sigma_interval', n_sigma=2.5)\n",
    "        series['low'] = np.hstack([series['low'], _low[:,[-1]]])\n",
    "        series['up'] = np.hstack([series['up'], _up[:,[-1]]])\n",
    "\n",
    "        is_anomaly = np.logical_or(\n",
    "            series['original'][:,-1] > series['up'][:,-1], \n",
    "            series['original'][:,-1] < series['low'][:,-1]\n",
    "        ).reshape(-1,1)\n",
    "        \n",
    "        if is_anomaly.any():\n",
    "            series['ano_id'] = np.hstack([series['ano_id'], is_anomaly*i]).astype(int)\n",
    "            \n",
    "        for s in range(n_series):\n",
    "            pltargs = {k:v[s,:] for k,v in series.items()}\n",
    "            plot_history(axes[s], i, is_anomaly[s], window_len, \n",
    "                         **pltargs)\n",
    "\n",
    "        camera.snap()\n",
    "        \n",
    "    if i>=timesteps:\n",
    "        continue\n",
    "    \n",
    "    series['original'] = np.hstack([series['original'], data[:,[i]]])\n",
    "    \n",
    "\n",
    "print('CREATING GIF...')  # it may take a few seconds\n",
    "camera._photos = [camera._photos[-1]] + camera._photos\n",
    "animation = camera.animate()\n",
    "animation.save('animation3.gif')\n",
    "plt.close(fig)\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bGYWZED06O8koTCU8Y9Jzd2K9z4dyAIsBlANw+XzAnXf2uB3hMLB9OxnJViuF1Ai+8AVg8mR6HIlYUV1t9LXXGssOB42rUAjYvZvyafR0nPXGg2XrVvrLhOdCZyclSHW7gX374p9nsd/xejOTpDTVfsrLo2PW0kLXrUyIZlq6umh/tbWZ3Q/DJEgvkhyKoigAngGwW1XVRzVvvQXgBgAPnPz/997u69OMy+VCeXk5AoEAHA4HKisr4XQmV8OZYRiGyTyqShO9oqK+bgmTCpEIGU/5+TIBX0mJE0uXVmLz5iqMH19miEFPN+EwGReiGkR1tQsLF5YjGAzAbndg6dJKlJTo22C3k+F3zjmpxbCnQjBI7Ro+nAwrbQlMVQXOOsuJ2bOpXWI1d8SIzLSlubl7j47WVuDDDymb/7RpeqGms1P/PB14vaknhsxtPIwqAAEA4ZP/qwA4Dx/ucTtOnKDV/eHD6bm2JOiECbTCvXdv/O9rhQWbjTwWGhtpO6pKJRcHDEi9Xa2tPfMysdnonIhEaJV86NDUt5EIv59+z4YNLtx9d+LzTODxkOjo99N5kc5zricCjKoCH31EwsuppyYXQtVTxLlz9CgwcWJqCVQZJhXS4bFwEYDvAviioijbTv5dCRIULlcUZT+Ay08+/9xSVVWFQCCAcDh7bpkMwzCfNrJVpswMv5/cRbOdVI/pHS0tZAAVFOi9BEpKnJg7dxHOOsuZ8brxsUnkNm/W5y/QlgMUFBZSu7duzVy7hJhgsRgNy8JCfQhAbm7m3MRPnEguceOPfwzcey9w883A5Zd34h//qAZAvyET3hRtbakbmIHhY1AGwAHAevJ/GQCMGdPjdsR6u2iFhYkTgalTE38/VlgIBGgbQ4bQce/JKr1IaqkdI21tem+KeIixZbdTwsR04/fT7zx4sPvzDKDxo+2DdN9nRG6MVCgqon6y2zOXUFIgzj2Hg+5x3VXTYJie0muPBVVV1wCIp2fGZpj53FJWVgaHwxH1WCgrK+vrJjEMw/QrfD5gxw7g/PP7Zv8iwd2BA8D06X3TBiZ16urIKI7nJeBwkOF26qmZa4Pfr1/5Li2lUIxQKACbzaErB6hl6FAyvHy+9K/GA4kNqFhDSPRTOGxeerGn7N1LpfiEN0c82tqAPXvkc78/D/fe+yFOP92LsWOdcLuB005LX7sA8qJIdfX22M33Yea981Dp96EKJCo48/OB++7rcTtaWqQ3h6oaPRaEJ0M8zAzT9nbglFPIqO5JecPGRhrXQlhoagK+/nXy8rjmGmDRou7HSUEBlYWcPLlnng/x2LTJhS1bqjBsWFFS55ndTueYzUYeAp2d6fUQELkxUkH0nSg/Ozq22EcaaWsjYSE3l8ba1q3AzJnpPSYMA6RBWGCSw+l0orKyElVVVSgrK+MwCIZhmBja22nSEwj0LBa7twQCNMk7fhwYN44m1G43TUZ74kacTtrbM+sq+2klEiFhYdAgcy+BkhIncnPJgMwkfr9+kq4NxSgtLYvrng3Q99raMiMseDyyEkR3WCwkKrS1pTccyO2m7WnP6VCIkl2KVVvAfCU8HB6JzZurMGmSM+2x8am66W/b5sLWrXQ8L/rlckxfeicuaDyMyKgxwAP3AXPmJL1vVSW39EGD6NrS2UlGOEBjVfzW/HwKTQmHAbs9gmBQOhqPHOnDiRM0aGL7JhyW3iE5OXRdTTUJY2wJzg8/lLka3nyTtvfrXyfehiit2NGRvuuXy+XCrbdKAfH22x+H292c8DwT4SEFBbLSxSlprFXX3m7ujVNd7YpeAwCYXg/y8ki0SbegJ1BVat+QIfRcK2YOGCD7hWHSAQsLWcTpdLKgwDAME4eGBplMrS+EBWEcFhQAGzaQC/KuXcm5ImcSrxfYsoU8OZKtOvB5ob2d3Hqt1vheAg4HGcvpjqvW4vUajYKSEmdCQUGQl0fiSCY8Kjye1M6lnBwS1tIlLEQiZMBotxeJALfcAmzaRM9PPx347nfNKxkoyiiUlo5CTg4Z3KpK56jXS79t5Miet83nI2NOKwi1tACvvvoJgsF/oqysNHr8Hn30EF5++TwAh5GTU07eMO/UoKkJOPtsYNSo5PerqpRbY+9e4Iwz6PdrifVWUBQyjKdMsWDHDvleeXk+XnyRHsd6LJxyihQRFIX6vKsrefEqGKRzS5tTPVb4eest8lwoKUm8LYuF2pcuYeGDD/QCotvdjLlzFwGIb8hPnuyE10vjUFXTG3og+jbWONd6UFmtVgAKwuGQIReExWI0/tNJIEDjXCsqiWNitQLbtgGzZvXNPZf57MHCAsMwDNPnqCoJCzk5NEnri9V5r1d6J9hs5JZdWEjx4VOm9J3b6OHD1DcdHSwsxNLUZJ6wMXZVUFHkCp3Vmv5j2d6un5gfOgT87nfA+PHArbcmnrTn59PvCIWS9y5Ilra21LxtBg4kYWHKlPSIMF1dUgwQHDwoRQWAMtXfe6/594uKzkVJCQ36SITEv9xcEhVOnOidsBBb/lJVgZtu6kBt7UQAV+LFF0vwy18+iksumYeXXx538lPfRDB4V9Qbxm5PPSdLezt5a5x6Kv0GYewKdu2SjydMkI9jr4lnnSUfxxrKZp4JiZJfBgL0fl4ejVWfz/iZrVs9APTxLO+9J4UFrxf485+BsWOByy6Tn0m3q/8ll5gLiIkM+SVLKjFypBNWK91j0iUshMMkeJlVddB6UKkqfUBVVZ03lUBRaExnQlgwC4fKy6OxF4lQyEtXFwsLTHpgYYFhGIbpUzo7aYImVpS9Xv1KWbbQxsnm5Mi45o4OaZRmG7+fhIXBgylOurg4+23or0Qi1DcDB+pXKsXqpRYRbrBrF60Qp7LCnAxer94Q/81vqFLFRx+RwfCb3wCbNwPr1wNf+5p+/yIEId3Z84NBMhi1yfe6w2Khfm1tTY+ruJlRk0qySrc7NypMiASOIslkb0p1trRQEjvtOb13L1BbK5adxyMSuR4PPXQLPvroKwCkgmG1jtV5w3g8qe27sZHGiqiccPy43qhbu1Y+Pu88+fiii4B16+jxaafJEBKge0NZeHnE80SpqQH27SPh4ZJLzEWX2lqjr/8//+lHefkWbN1ahS1bfgiXiy7cr7xCnl4AGbHNzelz9Z8xg8qkHjhA5/ugQZScNZEhv3VrFaZPJ0NehGekI6/Jrl0U0iK8FbTXIa0HlcVCQkckEjLNBSHue+kmHDYeS4B+d3MzvWexyPKdDNNbWFhgGIZh+ozmZgo7EBNeh6PvqjLEGodaPJ6+ERYaG2lSX1BAq35nnJH9NvRXxEpbTU33pR0dDnIx9/nIqBg5MrV483h88gltq6NDGnoff0yiguCdd0goe/VVam91NbB8uX47Fgu1LZ3CQkeHeSlFrfEzapQT+/d/hN27K6NeHvn5ZOymS1iINWq2bJGPFywANm4k0cWMYJDyBwwZQtsRQkVrK/VXrDdEMgSD5DExYIDeA6iyMvaT/4Nw+F188IFezbvxxiUoKZkEQC8sJGM4q6oUwwD6vEisB9BvFeEOigJceKH87le/Cvz732TI3n233vW+O2EhJyd+ZQiR72HYMBJc2trov1bsOH4cCAaFsOAGEAJQhNbWHMyf/0tEIgehqlLQ27ZNCgtCrOroSE3kikcoBEydSmVSX3kFePhhun/8+teXwW6/JylDXiS07I2wILzsiovpOJolj73rrnX45z+bcO21hSgsDMTNuZIJYSEQAP7zHxrvsQlKRXiMz0fjyO3uPkEowyQDCwtpxOVycXJGhmGYJIlEKNZ44ECadIoVk1RXANOBqhpjwQUiBr43btc9pbGR9p+bS499PjKQzzwzM4m+Pi2oKrB/P42ZlSvNkzZqyc8ng2nECOrH5ubee8VEInQsYhPjLVvWAEBvlT/3nHy8ZQuwbNkjcDovjLbTZku/YdHUpA+tqK52YeXK5/HWWysQDodgtV6KcPhfiESmQVF+AIfjHixdWomzz3aivj49oRmxySNVlYxOwcUXk/eGXlhoxsiRedHEhE1NJCzY7WQMDh9O14tIhIymVF24fT76rlZUUFXg/fdjPzkZwP8hHNarjQUFk6KPrVbqp0CABKOxYxN7FbW3kzgirnUFBcCRI5QsFiCPFuFWP358O4YMkfEPubnAM89IMaWpSW63O2EhN5c+b5ZnxOOR1R9yc8lFvrVV3z/798vHgwYdgsezGcCNAIBw+HoA+pqSsaEUotxjOoQFbanEhx+m/83NwMaNM3WhUIB5skQAUfFs1Kiee1L4/XTsxXelx0QBgsHpeOutg3j33TlR74inngLy850YP964rUwICz4f9VW865xIZCnyLTBMOkiDXs8AJCqUl5dj8eLFKC8vx/Lly1FRUQGXy9XXTWMYhumX1NfTRDs/nwwHUWc73kprJgkGgY8/duHZZytQXa2/bufnkzEaDme3TapKxoBYbVJVYPt2ilHv7MxuW/obbW00dnJzZdJGq9Uat+SczUYGn0jOefBg79sg8gc0Ncnxum7dRqxd271P8dNPv4+FC8ujY02Uw0snx4/rXbQXLizHG28sQzDoRyQSRjD4v4hELADyoKp/jIoyYoW5R1UYXnqJrGuLBRg7Fra/vKTLln/sGJ1LAHkMdHW5cPjwIzEbCcBqrY8+037++HEpDCiK3shMFrNzZ+9eMvBjUdUvGV7TGvSC1lYyyM0qW8R+V2vEOhzAmDFSlHr77cboezU1jxmuRYD00NAa6W63eZy/wG6nvtq50/i5hgYp/gwYQCJqZ6desNEKC+effwrs9jc1W1gAQF8eIrYKS34+HXsREtETQiEyvkMh8/fXrKE8K3PnLoomThWPAToHVqyg67sIBaivp9CTnoyj2PO1tLQMNlsBgC2IRKrw5pskKgAU/vPtbwPf+haweLFxWzabvJ6kC58vsTdPfj4db+HNku17LvPZhIWFNFFVVYVAIIBwOAy/349bbrklKjKwuMAwDGOkrs7oiqooNMERE7Js8Z//uLBoUTmWLl2sM/gAGQOf6ZKFsYjcE8IQEdUNcnJYWBCxwYBM2rhgAa24A4gaEGaIGP3eTqSFK/7QoXIcv/FGEwCx1LsRU6ZUm35XVS+IGvJA+oUFr5e2J4xDsZqqnvzRiqIAuFjzjYt1okxODhnKKfHSS8C8eXDV1qJCVeGqrcW4++dhxKqXoh/R5lcYN64VN99cjmee+QUAuTOLZRtGj5Z+/kJYsNnIAKyrk8cuEEixjaBjH7tqr81r0F0IiNl14Ngx6uvW1vgeVy6XCw8/XIGDB/XjUtuWbdukz7qqvh0dH2bY7TI8KxIBnn028ap3UREJM1phRIRBaEMzzAz/ffvkY6fzVCxd+iucdtqhuPtqadE/z8sjwXj9er1IkQoiR0owaG4w19TEFwiEsCau7zt2uKCq5CnjdvfMS66jw1hi9n/+5z8ATFwSQAldAeBf/zLmHhH3vZ4IHPFwu5NLwCrub9m+5zKfTVhYSBNlZWVwOGjFxGKxIBwOIxwOIxAIoKqqqq+bxzAM0+/o6DCv/Q2YJ33LJFVVRnd6LQMGyIlhpunqor9Yz40hQ2QZuUwk+vo04XbrV1TF6iQAnQFhJi6I8m69ncR3dJAhZrdLz4D6eulybbW+gvLyOAM8xpBPZyiEy+XCvfdWYM8eV3SVdvDgIthsI2CxXAqbLRfXXjsfgwfrrfL7718dXd0tKJBZ45Pmzjvh8vlQDmAxgHIAH/l9GL30zuhHtMJCQcH26DlnsXwbQASAip//fDQmTZL+241yER92O60yC7Gtp8JCbHWVPXvk429/O/H3Y4UFi4UM6YICGpNmng/Cq3XZssW47TbzcdnRAXR2CkGlCzbbLlPvGy3aKgJPPQXcfnti9TM3V2/0d3WRQak1QPPz9efW66/vxIcfSrVh0iRg+nQnnn56nC6BpJbYPlIUEuBOOYWuo2alRbvD7ydhpLGRjr+ZuFptruPpEjuK6/uQIZQXJT+fvDZSpbnZOI4ikWlJfVdbUlRLT8ZzPFpb499fzfi8i9VMemBhIU04nU5UVlbinnvuwZIlS5CTkwOr1QqHw4GysrK+bh7DMEy/IhKR5R1jsVrJpTgbE51AgFatSkoSu9MPGEAT8p5MiPZIaEUAACAASURBVFPl6FEywJqazOPHEyViyxZuN03y+3L/Zn0Ta0CsXPl8XO+F3k7iW1r0E/eWFmDvXmHpqXjooW/jm9+cbPpdm+0SPPmkvpa9yBnQG4QB+9BDi/GLX5Rh/vxLsXTpYjz88C9QULATkcgqTJ58ArffvhQdHfoObG+fEX0sVq5TWsU8fBhVAAIAwif/VwFw1B8GQKvGH34ordqysuLoOWe3b8CDD27Dm28quO66s3Vx4doV9oED6XlOjsxmnwqqSqvTsWNn7175eObMxInsYkMhcnJkKdhBg8h7IdZdX3i1xhMuAfLEEAwZ4sUf//i+ITdALLHlCTdtKsI772yPPte6/wNGYcHrNXruFBTIMAuX6yM88MAwRCKk5Iwf347JJ4d0cTHw+ONUueIrX6HyqoJ43l0WC/WXtr+TpaOD+tXtpvFptg9RNUMQDNL19LzzjNd3h4PGgRDRUvVgis1DAehDYS66qAGXXfaW6XfjeW2kS1gQyTJTERaycW9jPvtw8sY04nQ6o0kbp02bxokcGYbpdzQ00GTU4aDs5EOH6rOLZwthsJi5tA4dCqxb58KyZVW44YYyXHxx5q6h7e1kCOTlOfG731Vi716Z+GvFigpd4i+rlYyKTPdXeztNdD0e8xJg6azD3hM6OymTv99PhoJw4x0xIjv7V1XqI5FoM16JN0UpxN///iwikaBptQi/v3fHsq1NXylk1Sq5wn/uuQq+8IVSVFe7MHZsMWpq9OU8QiEH8vKM4zoQSM59OR5aA1Zfcq8ULS1khe7aNQT33GN0ed+wAfjyl/WvdXUZM8rHZcwYlNXWwgESFRwAygAEho9BdbULCxbMQSBAyS0sliDGjevQJdsrKZG1FbUJELUeCzYbGXN5eVKcTIWuLn2izepqF9auXY/jx38a3f748bQqX1+v/eYJiJKTsQZtQYHsI+FW3tZGv0Hsq6yMxqWqBuLmAdEKdVOmFHUrKgCU/HLXLv1rL7xgw5VXmlcpmDbNieZm2a62tsQJOv/2twYAs04+a8TFF/8FinJz9P2zzpIVTrTHKTYUQsugQTIvSSoVPUS5zNZWukeYCQuvvRbCddfZMHIkiRA33UR5JebMccaMNdm3ovxkR4cMCekOv9+8lKtWWNiwYR7C4VUAjHEWLtcJtLY+a2hLuoSFri4ah8n27+DBVM1m8GAuO8n0DhYWMoRWZGAYhukPtLeTQXjeeVTh4NAhMpb7UljQGoXaJFt33EET4hdfdGDVqsqMXU9bW8koKCwERo504sILnaYT8pISJ3Jy6PNjx2akKVG8Xpn53mxV3m4ngyBddeFTZccO6dq8cSNNzFWVjJxsTEr9fmmUaI+VzVaM665z4bbbNmLt2hNYu7YMqroPwPkIhTp11SIUpXeTeL9fZtIXrFwpH192mWxbIDABivIMzj9/HPLzh2HVKvrMxo3AlCn67fbWY0FrwFqtsuQeMFv3uXffNX73o4+Mr3V2Iq67u4H77oNz3jxU+nyoAokKs3LzUXvzfSc9SWZFPxqJrMOtt16BpUsroyEsWrQeC1qDFZCiQ0/yUggPB22FjFDoIgAkLEyYQNudNIlK9UlWAZgDgK4Bseee9nFuLq2SRyKUJHTWLJoTPv98Jf75zypcfLGxSgGgFxaSrUDzwx8CxcU78OCDv0Uo9BoAYP/+qVi1ajNqa82rpYgKOAUF+uSwWsR1ubPzCs1vfDqhB25hoRQZ29riVxURnwmFUhPRvF7qW1HRw0y88Pls+PrXAygtXYNx48Zh504qt/HSS8BPf+qMK9ZYLCTkJissmAlaolKNIBzeAlU1r528atUBfPDBYt39xWpNX56VVLfjcFBIyEcf0XhlcYHpKRwKwTAM8zkgEqEVCVWllbjOTpr89dXKt98P7N5NhtdTT92Fm26ajTfeoKUvrTt7MJjZPDUNDTShEis71dUuLF9+NwIBv8FtWST9yySqSpPWnJzEZetUNft5KABqW3Oz9Ho59VSKmx4wgCpWxMvYnk60v1uOlQEIBP6Nl18ehwcfPAtr1lwGVbUBOBOKcr1hldhmI6Gtp3R26lcDt28nwQUgY6m8XJswcScslgtRWvo0LrxQfmfNGuN2e7tiOXOmExUVlZg//x4sW1aFZcs+wIIF92DKlFu7/W5zs95Ys9tTTGo3Zw6wfDkuGHM6fqkoOHf46ai9czlar5iD0tIyKMoXNB9eHTckANALC8eP+03DWXoiLPh88rojKmSoakn0feHmf4bewQRW6y4UFJDqE4kA69ZtiruPggK6xm7ZQqKI6NPRo534wQ+oSkFsiAKgD4U49dTkfo+iAF/72jQsX/4zFBeLDIsW/OpXv8fgwUVxw7tEZQ2Px+jOr010uGFDbfT1H/zguoReFDabFNqEuJCIVEQ0IYbY7XTtMYZC7ARAF59AwAGX64t4+eVxSe/Pbk/tetDaahR16+qk4DBgQBB2exOsViusVmMZCFU923B/SWfJSZH/JRXy8+m+43Il9jhhmESwx0IWcLlcHBbBMEyf0t5Ok4Xhw8mYHj6cJqV9JSx4vcDOnVUIBPxQ1QjC4QgeeugWTJw4TefObrU6cN55ZWhrM8YT95ZQiCbWwoCXK8zUJovFYkiw5/eb14JPF4FAci7CikLGrdYVv6aGVjpTiatNlZYW6Uau5eBBF1avrkJ9fRmuu47uc14vJbKLXZXvLVphgUq85SMQeBNAiennx4z5Of73f+fqjKLeTuJjcw+88IJ8fMUVNKa049hmc2Dw4CIcPfoHAGTkb9tGBoDwGFKU3otFHg8webITl1xCv3XnTsBmcxrc5eNx4AB5ogA0jlLOlj9nDtqunAOXS5+noKTEiVGjSqKJDS2WdXFDAgC9qNbaasVTT/0aDoddF85itVJ/dXbS8eju+hAO0+/bu1dfIQM4N/qZSZPo/+SY1Bg//vF38dprQXR00Il/xx0/wle/Woqrrvqewdi2WKhtDgedywcO0Aqwx0N9G88jqiceCwLq34+i+R/C4dFwu5tN3f+Fx1N+vizbqUUr7GorHFx0UYzaYsLQofKe0tycWBxNRVgwuy5qhQWr9W1EIsugqo8hnmnT3Bw/XMtmS02kiq1o9Kc/AcuWyedDhhzHDTc8Dre7GSUll2LHDvKGWLJEnFNDYLGMh812InoO2O3pySsUCNCYS9b7Qkt+Pp0nR47I60CmCAbpmJp55TGfXthjIcOIREpcepJhPt/0RQlFLWKFVcQAHz5MBk17e8/rivcGj4cML4vGSg2HQ1i+/G4AiJYPfOihSqiqE+vXp7ccHyCTVYnJqlxhJlFh1qzLDHH5APVlUxPw739TsrB0lggTE+juUBSj0XfoUOZXmsS40SIMpeefX4zvfKccH3xA9zm3m/JXpLs+usdDk3Dhrj179j8BXBr38ydOTMSECfpjaLf3LlmZ8LhZsaIClZVb8OGH8r3vfIf+a8tg3n7743jkkdvw/PM/g6JQaYRwmMrvadvU2xXLtja5UtnWBtx8M/D738v38/LMhSGBNlu9w9GzMnyffKIXvADq66NH6UWLRcWNN5qfW9p9S8PGBlU92+DhIFzq16yhZKfxKlhEItTXtbV07p5/vkzkZ7c7MGhQefSzQgQbNUq/jUsvnQpFkUkXQqEivPHGsriVRwoLqQ9EuEFVlcxHsnLl8wgEugwr1trynskKC8eOyfvKWWdJNw9FmRAVE+bOXaTr59xc8qTQekhoEYKYxWIDMDH6+pgx+s+ZeV1ohYRNm3YnbHuqwoI436qrqVSkVlj41rf+Gz/60alYuPA1WCzLTLcRG1KjJZVzLxik+6bw9Kip0YsKAHDs2N/xyCO3ncz7cgG+/33g61/Xe8L81389qDsH0lUZ5pNPaLz31GDPhmceQONv587M74fJLiwsZACXy4WKioqop0IgEDCUntR+hmE+rYiYwnQaVp9VmpuB3YnnWRlFGGOATNolJv99UWbK5XJhx44qzJnzM9hsdiiKAlVVsWHD+1i4kCb6c+cuwsUXOzFsGE3I6+rISDh8OD3Galub3sgSE2oyOHIwb97dpoZPZye1weEg4zmdFRr8/uQSbg0ZQiXyxCpnIECT0kxWaujsNHedjg1defPNKgBkUFEJvfS2w+MB9u8XYTS/x/vvnxl976abgIceAhYskO70gQC592oRbvQ9HUdr17qwaBG5i9955++j25k1i5L/CYRh53Y3a1aBZTIGbThEOoSFpia5krpzp3F706Y1GTxILr5YPtYKC1YrefX4/ZQrIBkBsq6OPKJixac9e2Rfn3GGgvnzb9flVDELdTj/fPnYLJwFoD7LzyfPhXjG0Mcfkwj48cckVmgFn/vvX4eODqkiCMPPYgFuvZW2f/XVJDSMHq39USNOJsWMH84hKC6mEIHCQvqtb731f1FvCYvFFv1N2nNXGwqhqtSvsWFG4bC+bOqMGdL1f8qUa+OKNsIT5cABcy8P0T/f+c7jACgBQ2xSP224hFZcsVik9f7EE4+aii6CVMKmtOfbvHmPoLw8gDfekO9PmzYec+cuwo03Xo+nny7B9OkbDNvoTlhI9nrQ3q7/nDZho6TadGwIjxgAGD78OtMkkr0J0WptJYFZ623Q3g488ADwhz8k1+fCcyLTYW0dHSTKtLZmdj9MdmFhIc3EeigUFRXB4XDoSk+Kz9x1112YPXs2louUugzzKaOtjSavhw71dUv6P0eP0sQm3au3ydLWJl3kCwpoIi4Sa2VbWFi3zoWf/rQcy5cvxquvPoGf//xJnH/+5VAUC1Q1YjohGzyYVhwPH6Ys6L31/vD7aUIo3EWPHgUef9yJyZOP4fvf/13c1VS7nYw3YTw5HIknrD1pl0hKGK9MIkDHrqiI6rZ3dtLxtFqpLZkQ+hobqSynWdzu4MFFsFgssFgssNsdGDeuDMEg9VOqLsbdEQiQSFddLbxL7gJA1tGYMcAPfgB88YuU1O6aa+T3tB4FgFzt7mlOg7VrpZgSDo+Ovh4bmy/QilY223vR1999N4JNJ8P1RZz39u00vlIlEqHzXAg/ZtflLVvux+mnH9O9dskl8rFWWBDU1pIo2t11oqGB8gqIah1atKLq1KnycTwDFQAuv1x+buDAm/DUU5UGMeLwYRdyc+k3izALLaEQreoXF5MXgBi/QvDZtq006ukwZYobf/mLPOe+9z1K4PjrX9P7EydKjwCLZXTc0rSx2GzyWrt5cxXCJxUaRVFw9dUUouP1SoHSbtf3YUsLXf9iBczOTrp+CQNQK0a0t8ePC1EUyotSXBw/pKukxIkLLpDVH04/Xf9+bFlXcb3u7DwY/Uw4XITly+82vYaJMJZk+fBD7f4egMejX47XekqUlDjx9NPnY9GinVCU1dHXX3ihFYsX0/kVizahZHe0tOiTUh47FvuJelgs/zAdG6Wl8nFsaUyA7tFr1pDBnSqRCN0bBw3Si9OvvAK8/jrw/PPAiy8mty1Vzfy8wOslUXDPHv39vKGBhMy+4MiRvvHg/CzBwkKaifVQaG5uRmVlJe655x5UVlJm86qqKvj9fkQiEYRCIdxyyy3sucB8KqmpoZvYgQO9U9k/iwSDNMnv6CDjRaw49VU4hLZ2e24ucNpp9NhqTe+KezK8955+Uup2N2PevLtht+fCYjGfrNvtNBHds4cmUL1Ncrd/P21H9Mlrr5GRXl1diJqanyZc7dOWShswIL5LcU9obwf27ZPG1oIF/w8LF+7ADTdswYYN+lU4UY3B66W+EZPjdB/PSIQMRkUxGo3V1S488shtCIfDUBQLbr/9cUye7ERdHY31dJfGPHqU/s+cWQabLRfAt6Pv/fSnekNJazBv3Wq+vZ6Oo7POkkKBokyIvt7YuNZUENKukv/P/8zRhENY8LOfhVBfL0WY2tqehbR4vfoSc0ZhoQaRyAuwWNbqXtUmlDxwwCh+1tbSdrszBA8epPuBmbG6Z498rPWYiGegAsAFF0jPB4+nEDabFBVixYiBAymUIDa8pbVVX15SS0cH8Oab8vknn8w1CBxaA1I79i+9dCEWLLjHIEB2JwhqBSaHIxdXXfU9AMYwCNHezk46h84802jwCGFBvK4VFk6c6L2BdPiwfFxQ0KD7bXqhjPKHrFhRoVspV9XTsH79+6bhIlZrcoarqtLxmz5d7k8bniEwywfg8fwDwAfR5zt2FOLdd6VQZEZ31wO/3xgOphUWbrgBWLq0BgsX3qYbG6Lv8vI2RMfUvn2xJU3p/BkyhOZWqS5CHD1K9w9t7gdAP8affDK5a56ipD/0MJb2dvLiaW+nUCFRSWXPnvTeU5NFeOCaeVDU1vZtKOunCRYW0kxZWZnOQ6GoqMiQuLGsLDauOJzRrOcMkwl8Prr4Dx5MxpmY8DPEli3kfr1mjZzgi4R72SYQIKHDbLU5W/GUIqs3AEyapJ+UlpaWIS/Piby8VgwZcgK/+92Hpob9oEFkyFutvRMW2tuNyalWy4UtVFbSxC4cpsmfdhXL4aCJh5i8CcEjXZOwjg5KailDC27Gxo3TsGvXebj11ncNE3SbTQpYVisZIT1Z7U6EKO8YGwIB6PNSACrc7mbk5kqjJDfXvN58TwgEyMtkyBAy1H/xi3UA6CAWFeld+gFyOxbCUV2dcZxrx2SqTJjgxJIlJBSMHv2l6Ov//vf9eOqpu0yNKbFK7vE0A7gWAFmTPp8N//gHXR9GjKBx2ZPcBh0d+pVKrbBgs10Pi+UM2O1efPnLp0dXeM89l/YpDCWvV2/siFKEubnSaPd4zPMZxCuPCsQXFmINVK2g6HAA2uqGH5y0Ec3ECEWhNq5ZozfSjxwxGlqCt9+WoSKFhY0Ih/9hKnAItJUqWlpGGnIXJPK+EGgFJq3hGS+/gtcLTJwoczZoxR1VpbEijkV+viwNGgoB//oX8MYb9Dt7kk9kyxYZm7F+/RLMn39p9LcBMOQPWbp0MVav1nrg3gJgF4LBfEN/2mzd3wt9PirJ+uGHwNixTjz6KO3PDDMvmdLSMlitRneyY8fiC3eJ7iuqSh6aWkFabE9wzjnAzJnn68aGdlz87GeXYtIkeSH64Q+Bp5/We5k5HNQ3qR6zo0fNy0TGlvxcvtzELSkGuz2zCw5icUB43g0ZQlV1amrod7e3x8+Zkin8ftp3bDhhOEz3HXFN3rcv86LLpxkWFtKM0+mMeig8/vjjuO222wyJG51OJ5YsWQK73Q6LxYKcnJyEtYEZpj/S1CSTUeXnp9cd/NOOcEkeNoxu9Hv30qQwG6sAZsSWxtMi6oFn+ibe0kJuxUeOAEOGSKNMTK4XLwbcbgdaWoZh166ZcdsqSkP2ZvWgro4mNNqQA1XVB6PfcgvFVn/728Dtt8vXrVZqgzY5naL0fhIWDtNfRwetxovkaap6v+Yzdxgm6Pn5dC663TQhTbeHAJC4r80Mw4ICOt4OBx0ztzs946ulhfpITJRbWmQViFmzjGPcZtOHJmiNW4DOzT17Ul/ZDYXEKioJBa2tWsv1YNxwHkFpaRkcjnooyi+jr330kXy/p4klm5pkuJOqAp98IhWxBx+8HQsX/hZLl1Zi5szzsWQJeXjcdx/12wTpdKFzQy4oIOM1J0ceR1FGUUs4TP1iJl56vVJoslrJUBbEM7QFWrFo38lqivHEiIEDSegWxzkQoHbGJpIUbNsmH195ZQccDnvC8IbSUvn7tm41iumJvC+0xCZUDIWAd96R78fmV8jLo2M0bpwcF6EQHZNBg/RJDbWixK9/Ddx/P3D33cC995r3QSL27ZPXxEhkD0Ih/W8zyx8SDseuMEyBotxo6E+bLb4HTCRCK8SrV9PvtdtJ7CotdeL66xeZfsdMPCopceJHP7rZ+Abiu9onEhYaGqgdQrwRHDokf0hs0k/AOC4KC2Wp0hMngD/+EXj1Vf13RFhbsoRCZIzHVgQKhYyr/88+68Dq1fHLpQKZuY9oiU1SbLPR+SuqZ/RG9O0pXV001k6ckBUrAOrXtjYSyEXFjL5YIPq0wOUmM4DT6YTT6URFRYVp4kbhwfDhhx9yGUrmU4u23JLDQRfeQIBLBwF00xGu8jk5crIRClE/mU0+MkkiF2aLhSZyXm/PylMlS0MD9cm2bTRupk93Yvp0uu6RESQ/u24dJeGLR2+yZ4vkj4MG6cu+RSILdZ/TTsbWrqXnolRZ7OpYTg4ZvamWiNPyySe0WhMMAueeS8bWm2/W4K23tJ/KxTnn6Ksf5OTQhMfhIAPEaqUxlkzJymRJNH6EYRhb0i4/n4xSRaHJmM9nTOiXKtpwHgDQRoZoE/1pmTIF0VKLL774AfLzc6NtFNnxjxwBxo5Nvh1a4yMUAjo6tPHsNYYypbGIPlu9eiOefZZe27GD+jk3l8a38DJKpaypNr/C6tWb0Nk54+Q7bgwZEsTcudIomzBBLyZMmCBjz/fs0YdHANLQ6OgQyTMpTl+MMSE+iUodYiyEwyREiEn6uHFGz5eSEmfc0KNxMh9hNO483pgD5L2oq4vamug80OZ9CAY/wO23U3nA2G0KiosBp1Mm3Fy5Epg/X74fW160u9wLgoceAt6TaTdw3nnysRAWAFrVFQKdz0f9v2ULJTUUpStLSg4DMNZ4/M9/6Dw0E37MiESA9nZZBsJmOwRFcSASCRl+m/jdgUAXVNWQcACTJv0KJSWDda/ZbPHFs+PH6XwYNkyKiOKeGc/YjneMZ86cavr6J58AM2boX7NY4huM4h4V6xGwdasLDQ1yQ5s2PYMJE27UfSZ2XFx1VRHW6qORUFUlq8kAdC8+coTGfzLXca/XvHSoeUjMaNx3Xw5KS+OLbuJ8T+d9RIuZWJ2XJ/OgeL3puWek2iYxH9q/n+YspaUyP1VjI3D4sAvPPVeFb32rDF/5CtttZrCwkEFEWEQgEIiGRZSXl0efV1ZWYtEic/WV6XtEVQ8WfoyEQuQOHmtgdXRkvvbxp4F4k5NMrwLEw+1ObKCI0oWZEhYiEZosFhbSpCF2olJbq38eu+oSS2+y57vd0gVTriQNgEgAGI/HHnsbc+YUmRocDkfvsvmrKvWPWKkByHj6859j92VFTs4FulcUhfrX75eT3nCYjNJ0iXwdHUZ3Wi1awzDWsBR0dfV+kqhNQNrVpU/CFk9Y0CYKXL++E5s3L8LSpY9FRa3CQjIYTj898QS6uVnmD9AKCw0NQCRCX8zP78Btt/0+oXEqEH22ejWtngaDJLpdcPLwivK0yQoLkQhNxMU1+cMP9wEQBs9ubNlShXPOSdQeRLPsV1VREkwtdjv1f0sLHYP2dvKQ0Fbe2L1bb+QuWVKJJ55w6o5TbEWKWArffQmjltwJR/1hBIaPwYD5FbBar0c4TEaSEF8SiREAjdnGxvj9J0qhEn689trNcDiUhCUwAeDLX5bCwltvUaJQ4RWTSPCIh9cL/O1v8vlXvgJ86WRkjaqSoSPGfH4+PRdjo6gIeP11/Wp4OLwfZsKC308eFrFJGOOxZg3Q3Ew7ttv9eOKJJ+BwREx/m/jdK1c+j7//fQVCoTcByMyp+/YNRkeH/vwX4WyRCIm2I0fK84+82syvOalWENCGr2gxS1Jqdl/xeKh9RUX0+JRT9O+vXr0VgOiLE3jssYWYOvVM0/4RfTdt2rl48029l9KOHXROiXuwqDjU1SWFpUR0dJjnEYm9twIhADY0N5+C11+nnBBmWCw0z+vsjB9K1BNEuFY8zxAhfNntdKyLi6kdmVywamyk/bS30/4LCmgMWiwkMHR10X1iwwYX7ryTbLg33nBg1apKtg1M4FCIDKINi6isrERzczOXnvyUEFvdg4+Nno4OozputRrjglU1+xl2QyG6URw/nv0YPYHPZ26kOByy77JFKETGj1l8vCA315hEKp2IBJYi/CCWTTFemd3l6xClwXpCXZ2cpMh67XJZdMwY4MEH9VnGAaCyssUQNy3CKHbvdvXIdV0gqjrk5MjjFAgYKxkAZPDde68+WapI2qglnYmmYj0F4hEvxlysQKWzHRs3yrjk8ePjGxB6Q/ZKBIPr8dhjUrmy2Wg7iforHKaKGKtXk2Et9tvWBqxfLz83cWIBrr12XtTNXXgCJUK7arpxo3ysKKllze/q0q8uFhTICa/Fsq/b1fPZswGrlS5MH39sfg6qKk248/JIZNm2TV7zAwFZqUMYuf/61x5DBv5EwkLhuy/h9PvmYUtdLR5QVWypq8UZD/4QY4Z4ovsXXguJrqHCKKmri78iqw+L2QFV7UqqdOTs2VLAq6+nUKl335Xvx4Y5xENVSSjZv1+eu6efTuELwrgKBMjIEQaj1UqGpxirBQW0gKUNCzn77FOMOzvJ/v0Jm6TjhRfk429+MwczZpyf8LeVlDixaNFSLF/+AW6+eTeWL1+PyZPpvXBYb0RraWnRl0Xt6iKDOp4xvWWLsWbzz34W/3cUFpob3CIUQpuQUissiGNy/Di1b9MmveAtvhcKjdFs9QAikbDpGNL2naJQ6cfnnpOlaeP1UbLX8Xj3eL2w8EcAP48+q6qiUKhf/9o8p4uipD8p99GjlPslUXgmIEM09+wxhrClk0iEPJeEJ5YI3ysupkWyujpZYrm6mpLzi7LKnBvPHPZYyDAiLEKg9WDQlp7UejFkQwHj1fjExFb3qKqq4n7S0NZmdKnMy6Obm3ApDodpgmq1UkbrTCImAYpCcbgHD9IN46KLzJM6ZZrWVvObvDAAOzvjT3jTiarSTdPrNRrKWkScfrzs6b2lqcncBbelBXjsMf3EHKCbuViZNMNmo+/2xE2zpUVOWsVK0l//ehQrV9JrI0cC5eWUNG7nTuDGqFfrpQgGZWyxNozCbnegoqISX/iCM2lXYy1ut/F37N1rvqoTDlOW76IiYOHJ6I28PKOXjN+fPg8Us9hdM8xizEtKnNH4/N4Qm4BUGyJy0UXxv6d19xfs2nUeduwApk2j5yL3Sbzx1tlJ/Z6bS5PcMWNoHM2fKGFXDAAAIABJREFUr3fnjg1xcrtpjAaDtAJrxqxZwF/+Qo9jhYXOTrmqm0gYBIwGSCAgxbLrrpuNkpKxCb9fU+OCqrYBuAIA8Pvfb8CZZ67SrU6Lfho6VLoMb9xIeRC6uoCSEr3L96BB+myaAwfqkzHGMmrJnfioy4dyAAEADgCVXT6cpW7AIVx+sp10fX/wQQrXuP9+47mTl0cGYVeXeTI7QB8GYbFsh6IkVzrS4QBuuw347W/puarS+XjFFQm/pqOtjbaxc6f+9Zycndixoz3a336/cYV86FDytBC5jS66yImKikocOECr4e3tE/D889pvrARwFQDyzLnssu7bt2uXrKJitQLXX69/P9F1V+tJcvHFdB0DgLfeakBt7TMGb4djx+h+2dKCaG6WeFRXu/Dkk/8H4E8AgOnTW3DXXUMThjGZecgB5LGwfbsLP/qRvIY/+WQlJk50YvduGt+TJtE4GjVK5rQQ7RDXfotlPoAvn9zqIdjtOUmFwNhswFlnAZdeKkUOl4vuPVqSERZUVXpUxaKt7KEon8Bu/zsCgUcBkJfEjh303pgxlEhSi0gEPHx4921IlrY2Ot6jRiUWq8W+m5vT6zERS1eXHH8ej1HQEqW5AeDcc8vw5z/L6xvnxjOHPRaySKwHgyg9aebFkE5iPSJ4Nb57Yqt78AVET329/mJfXe3CK69UYN06V3QladcuUqbTsVLZHU1NFG9dX08K/YgRZLhnchU+EVqX7VgUJTvhEDU1wKpVtELQnbgijATRrra29K54NzSYCyn/+79GUUGwapVJsfGTCHfgZGqOa4lEjJnrS0qcOPvsb0SfizwKVitN/HJzxU5Gw2qdGp00xhrR1dVVPe6z+nrjhEZrdGgTEArWrpWWekGBfsU+ndVHIhGZ1Ko74iXVczh6VuVAi3aFq6lJX8Xj6qvjf89uR3TlVMtjj+kFyUQeJ2LfAwaQWNDURJ4Ksd/RJt0DSFCYPl3vYSO8dwTaePp9++RKvOiz3bv1RnB3bRQIgwEALrxwrOHzsWURN2+ugqrKDHIffGA3eJ5YLCSwCPExP59+o8cDrF3rwq5dVbj99sejiRgjETlwZ8xoxt//Ls8vMxz1h1EFEhXCJ/8/D8Dj3xz9zKFDtMLq9VJeApE/Q0tubnyvMYF2FfQ73ymLmzzSjKuvpoR7AuFFkQxuNzBvnlFUAID9+5/X9XcgYDQWRXm+QYPoGmWzAVOnytXwKVPkuaoo/4Gi/CX6XW0em0Rop4Rf+pLRsDxxgq5Z3XkjahNvrlkTxlNPGatlCMNVhKUcPRrfkNy8uQrhsMycqKqfJJUbxaydHR2Uh0R7Dd+6tQrt7TTGDh0iz0e/n/o4N1eOJ+21PxyWqyYzZ45NegwJtOtVLpfe8yxZT6/OzvhVn7QeC1deeT7++McXo14SWl57zfhafr7MjZQOVFXeB1pbuw/PzMmh+1ogkJr3ViqI7R45Qo9jw28GDJDzp/PPd+Lhhysxf/49eOghDoOIB3ssZJlYD4bYPAzpNmDNPCJ4Nb57hAjEXh1GurpI3T1xwoUtW6oweHARHnnkNgSDgZOumJUoK3PixAm6KWTqhqBFxEE2NlJWcEWh1bFjx8io6Mkqck8Jh+lGHy+efMAAWkXIZALHSISMlMGDE8fGa8nLI3Fm4EBaJTjvPGD06PS0xeMx5t7Ytk0/gY3lt799AKeddmvCSVoqMeiA0V1cEK/U28cfuzBiRDFqashA+ta3/o6SEpqVxSbkKikpQyCQ+upKJEKTt9gVba1h+NWvAs88o48v3rOnHdXVH8fN+dBbQ14g+gyQ+RNU9VpUVU3GRReRkST6M16Mud0uSxT21COmq4ti+N9+uwp1dd9GOEzB4tOn6xP8mfHFL8qVU0F1Na22z5pFRkNrK63amSFibwGZHHPTpgYA+uVkrbDQ1UXnUnExCUPbt9PY8HrpPeFBVFPjQk7OdPj9eQiF6NpaXEzHsLFRGsidnYljrT0eea43Ncnfa7VSH+l/u97bZunSypPj+fcIBPwAcgCch0hkLEKhmqjnyeDBRiPNbgfef9+FuXP12yspceKJJ1ogyoFu23YHampu0o1Xj0eWMrXZgMDwMSirq4UDJCpYAawAEIBUVmJFlro64Oyzjf2hqvG9woQ3neDyyydg6tRFuvdFm7R4PGTAFRVRmU67nZ43N8OQQyAe//d/8SsSqOoWnaePqhqvJ/n5dB6J8aMo1E6RmLGoCHj0UUqYedZZ+di4cXa04kC8UIijR6mU58yZFKoiqm8AxgSHkQgZfBMnkjiTaDX7zDPpHCB3+pFQ1YkIhT6J/j6AxOGhQ+kaeOAAjfl42ywtLYPF4oqOwcJCYMWKiqTzWcTi90/QXcNnzCjDkCF0njU3kxATe72qrnahru4wrFYbVPVWqKqsOvHlL1+CkhKkxNlnS4+z+nq6toiqEw5HcqEIseKDuE6fc86l2LRJ5uS58cZvYMwYykcTOwbNvAdEmJjXm54kil1dNH7y8+l3JhIZAXlPVFVqQ3deWz1tk8gZ0533o90OXHihExde6ERjI43dZOdXnye4S/qYTBuwZiKCmZjBoRFGYkUghjh2DNi714Vf/pImkoqiIBKJREusvfdeFWbMcEYnZumO0TPD45F1vsXNwWqlC7/bnd2Ekt2tFIuQkUSu/r1FZIhO5aZXUCDrpA8ZQgZOOoQFMZmIvWkvX65/XlgIdHT4EQySq0c4PE43ATUjUWkwLW43/bZ4x0ZbAUJMdoTxFQjMA/A4AGD7drnUE2tEjxzp7JHHgs+nz9a+bRvw73/Tn9wXeXc89NBhHD8urN/T4HK9GldYSNd5p832T/1xBVSV4nQ//hh4991DuPZaP77ylSkoLES0PSLOWMQUi4RzySQiM6OqSiYGVNUvR1//2te6/+73vkfiw6hRVNZNhFHs3SuFhUQu2C0t8lwdPBiorHRh/XorYoUFrVjY3k5Gg6LQd0RIhMMhczSIPvX71wEg67++XgoL9fVkKHZ1kfhlttIo8Hikl5Q278M55xiNArOQlblzF+GPf/wbfvvbWtTUTAIAKMo3YbM9FvU8sdnMV/RWrTIPgampkYkQIpGdhvPZ7yfDNS+PVoj3fO8+zPr9PFT6fagCcBjk9K5qhIV16/T7j3fc4hmnXV3Az38ua9XbbMZwGRFmpQ1DEJ472vvL6NHSQKutJQ+nREQiwPvvx3/fYtmp8/TRVoQQ5OeTsa4VInNy9NeQAQNcyM+vwtChZfjJT27E66/T+8eO0b1BK7iEw1RaV+TUuOIKvegS6+0jvCjGjqVjlsi4slopq75wxFWUy2GzHY7+Pu39T1HofCwuThxmccEFE6IVFdaseRarVy/XiVlmXHCB/pwQvPbaR/jFL8wrgRQW0iq2VmjWh0CcA1V9VLc9baLYZLHZaB9iHGnLWSZbdlabnFlepydDVb8f/YzVKoXPWbOAP/9Zv4144YcisXM6hAVRLWvAALrvJTs/sVrpepqJsFaPRwqEqXpmiLxRjB4OhegHOJ1OLFq0KCNGrJlLf2xIBgAOjWCSIhikVYV9+7SugCFYLAqsVivsdgcmTy5DWxvdkISLfaYTOIpJdeyEREzOM41IOAXQamF3yreiJDZkeovH07MSUYpCE9nuDK1UMDPmjx2TiaqsVspG/957wLe+JUuVKcqU6AQ01m1bkKywsGcPrUCZuUf7/XqPBSEsCONLVV8CrZ/SKrfWnVibkMtq7VlCSa0LezAI/OIXMuYeAOz2CNatexCDBrlw773HoChy1j98+JdMt5nshDQZfD7yFFi+/G74/eOgqi+D1pKJo0fH4Q9/mIL//m8/PJ74CRzFb+0pq1eLa44CVZUZAJNx8rPbyWth8mS9ESncr202OoeFwa9FVfWhTTYbcPDgh1BV/TL5wIF6w0JV5apyXh5w4IALy5ZVoL7eFRVaxBgDZKZEcb2yWMg4LiggI/LQocQJC7WJLbWl7GLLRgLGkJXp08sA0Hi+8cZJ0c8NHXorli6lOULs+adNXDp1qjEEJhQCPB6p6Npsh3Sx58JzSAjCEycCx8vmYPfPlmPGqadjkaLg28UjYLM5YLHEzzqY6vX9lVf04sQ3vmFcrVVVugZqve3cbqNYoa2w8OabZKxpz7vY69bOnfHbO3hwAAsX/iRqIEcidG2MNfSsVjJEtflThLAg9qk9//bscenaGRsOsWWLPlHnu+9KodViUQ3eQEJ4tliA004zCphCQBTMnCkfjxt3i04AGDhQ/o6hQ8lwNDPUtP2oKFLtCYdP6MSseFx11TYABwBshKL8RPP9/4Lb3WyakNJqpeOrDWnUh0Boy9Acxs03700o/CVCu3KvFblFsufuDN7mZjlO5H3rVgBSFTn3XNm3551n9PRTVbMKEiRk1dSkJxxCVK5QFGPukETk5dG8KhOIueOQIfHzscQj2fnH5w3WWj6DxHofmHlEaFfjKyoqODSCSYrGRprczpxZhqeftiISEYqBBddccyOuvPJ7GDWKwiC0qyLx4v/SQaLQA+HinGlaW8nonDmT3EjNErVpy/CdcYYTH39MN9ghQ2gCkc7+qa8394aIVwowFpuNJoeBQO/LPInyUtr92+3XACAr7JxzpAv6BReMj2YjHz/+GpSUDNKtElmtVlx99Q9w1VXfw2mnOZMy5EMhmpTYbPRb9BNFyiiudSUVK1Qy1KEVqvoWIpHrAFBpuDvuMPZlT415j0ce+7o6miTq278Jy5ffiRUraFXuvPOGY/PJkHObbZrpNoW3TjCYWqiIGStXkqcAucg/CHKTByyWICIRufHW1hy88gpgt5uvXvc278OUKXQ8gsHTo/s95ZTUk6BqvQr27GlFdfUebN5chQkTyjBzJrn7a/vM7zdev8aP/y8Awke9CTff3Iz/9/8mR9sijC9xDq5f78Idd1BI4quvOvDYY5UYONAZHWOBwNHoxF1reIrv22x0LrrdcjUzHKa25efTe6EQtTEcppAmgVliS623zfTpZRg40BkNU7nkEjpPAgGguXk4NmyowjPPfBfhcBgOR05UaNCGUtx/f6UugSB5KwDhMK1dFRS48Yc/vGUoPyrKz4rfWlwM7JsxB8N+MgfDhwNTGoGKF104cKAKL7/sR2urMXFNqsJCVVUbRGlZi2UpysunQ5YLpD4dMIAS923dKo9BMEiiVEOD3JY2vl+UjKyuBioqjOEmt9/+OFauPAcAGaRXX61PQKqqDsydK8MxfD4a32ahQ7GhHzk58twy80Y54wxndEX8qaeAJUukkfmvf8XvK1Xdhb1723XHTZuIdPhwo0u9203XU3GeaYWFxsbJcb064t3/Yvvx1FMbANDN3mZrRSTSfdLNurp3oSiLoaphUCnOR0DmjxPHjo3C668D115r7OtYEVob/haJnKf53JMACgGYl4/3+2U+DDO0gpV2PAsBMhAw5mzyeGg+Nm6c3itTtNHvPyf62ZkzKdmpYMAAuu+9/DJ5ZQgOHjR6qOTnU5saG1MTA8yIl9S6O8Q8rifJmrvD45H5SlK9V7KwYA4LC/2EdIUixKsykWibRUVFsFgsUFWVExX2U/pLqEpdHanHJSVOXH31D/DGG8ugqiqACEaMGINzznGioYFudNoqBMFg5tz+E+VwcDgyd0PS0t5OE8HNm2XMqxazmObJk2V998JCintMB5EIGdLCAEnUhu7iUn2+3gsLYjKhdyNtBEBupNq4du3KWm3tIOzapZ8oRyJhvPHGMrz99nN49NFKDBvW/bng89GEsbGRxq52gvbyy8b4VDF50hpfeXlT8fDD9Po77wCXXebCLbfo+3LSJGdKwoIYk9rJltZzQn5uHVRVGgnnnuuMCguHDsnPmYlGqeagiMXrBdatEytgEQBfjb73ox8dwNKlbyEcluXL/vxnoKKiHHb7PdG4ZTHhF3kWepJbJBwGzjjDWMFDO16SpaNjOwCadO/c2YD58y9FOByC3e4AUInp0524+GLZb+Zl0c6NPiopsWLuXP1svKND771QVSXHcCAQwL59VZgwwRkdY8uW+aNigNZw1eJw0PVXnNdNTZQjYuJEOueFMLFxo8yvMWwYvW+GyN7v81F7fT4SZwsKyMtBuK8vX74dqkquHMGgP7oyrDVed+2qwle/ugizZ8vzUTs2zz57sOFa4/PRireW006jEAWRV8Bup8SEs2c7UVsLvP228Xds334Y1dXHko6xP3RIa8E+ga1bv4vp0+V3OzpIQBg2jPYfCtHxdzjIABHGnqKYj7/33gNuvll/3QoG/XjwwVsQDkvPi8suI0+BLVvo+eWX67fT2UniRjLk5MhEtrG5X0pLyzBtGoVWkZcMiQu33kr35VWrEm15GzZvPmLoWxGeMWgQ9YsIhxBGsPaeMW4ceSI0N9N98vzzgcWLKW9MMsh+LEAgMAeHDskVhN/+9jEcPfpPnHtuGcaOjX/8S0vJc5f6xIvhwxtw+DDFBbz5prwBXXdd4rZo7wlvvHF19Hpts+1Eaeli0+8EArKKVrzKTFphwez89/v1961QiELmRBLPcFif5+bJJyuxYEFJ1IvlgQeMq/Hf+Ab9LVkCrFhBr8XL/TF4MOU2KS7uXdWoREmtEyGSxvp86a2mpRVkUyXVcsCfJzgUoh+QzioNqVSZcLlcWLhwIW699VaEw2FYLBY8/vjj7K3Qz+gvVTzCYZrMiknfVVd9Dw5HriEDvAh/0E7GzVyM04VI/mWGaEs6KxyY0dFBkyeHw2jQA+arSCLj8bBhFHaQrpuU16vP3C746KP/wO9fgUjkAILBMixdGsINN1B9bjNEpvwjR3rn9SEM55Urn0cg0HWyD+SMXGtcDB8uS5MGgxQLPWnSZbDbHVBODihVVREKBbBjR1VSeQRE+IOq6qsbqCqiwo5gzBi9IS5CHf77v8+KTgrb24HKyp2G46mtgd4dXi+thsa62W/cqPdTzskJwG5/RneOaVdJtbXY5817DkuWWLFgwdd1WeV7Q309cM45ZKhYLGcDoCSW+fnA9ddPwZ/+dAkWLnwAw4fTcml7O7Br1ywsXVppyLKfk9PzcSR+R0mJE2ecISt49ERYOHZMG+Q+FsFgMHocDxyoQlcXiVAATTr37zeKM9okeKWlxhM+EtHndYkNSbzssrKoIVhS4sQVV5RFP6t1hQakG/ihQy4cPy7DIURlniNHSJAS+3vpJfndL37RKIp0dOivNYEAGQ7a17ReDqoqVz4tFitKS8uixqvFYgGgYPjwIkOYgLZSglnm/kjEaOwUFdH1UCssCGLL8AlOnIgYQm7i0dYGeL0ihqBTF++vbVdRERkbQ4fSvcPvl0mBtWEH8cbfq6/qw00UxYJweAIA+oLD0YWZM4Ff/Yr2ccopwPe/b9zO4MHd/iQAdH0V40IYv9rzb8YMYMEC+fm//pU+73JJEerUU43ihsWyy9A/2rwPFgsJV8LLqr2druHiegvQ41mz9Nt94AF9+EUiRD8qynKo6hLde07nuZg7dxEmTnRGFxDMiO2TCy80XhjfeSe59pSUOPHd7y5Cc7Ncvn/kkd8YxJf6ehIJWlvJC0Acn9ZWY2JdrSeAmQeO30/3MfH7Dhyg53Y7CXix53hhoRPhMK1uDBuWeBxpQ8MOHDD/jKiy0psKX14v/YlzOhAgkSuVbaYrIbGgN3OuVO73nzfYY6EfkM4qDf+fvS8Pr6q63n7PuUMGMkACSSDIGGS+UsJ0UTEKIoqiYmttrSi2OGLrbPGnFWtbHFrEWXFAsHVqFUTRKkSCqBdEpoAgMySBjJfMyR3P+f5Y7Lv3Ge6UQbEf63l8JHc495x99tl7rXe9612xdplgwarH4zmRcQYkScLWrVuxYMGCHz0zrreTJWP/Y9jJ0sWjqUmr6h5OAb5bN6OmQmcCC62t0VH0zhRKBMihSkgInx02yyKJxgSSOuIcmb6F3o4d+xUAUmNUlHexaRNlfhYupMy93hISqAa9ooLKFcwAk2jm95NTdPiwCytXvhZaawBejBoM7gFAGV9JAv76VxLba2wkJ2vbtrF44YVCrFq1DCtXLoGiBGC12jF2bEFIpDLS/Xe76VpkmZw6NjZHjmjbfjocwPXXmx9Dlkkt/csv6e+0NOP9ZOUHsShFV1dT4NWrlzZjsmNHBYC8E2PxDGbPbsG4cYs1z5iY8WHB26pVexEIUP87vz8DmzcX4eKLne0CFljNbUoKcPHF1+L776eFWvs5nTSmLOudnQ3Mn0/vvfkmcNVVTiQnO/HII3VITPwKt9wiw+FwoqambeU14nWIdcAVFWtQXNwlzvZuE/HyyzUgSnQCrNa+UNWS0H1MSyPAJjOTOnN8/bUL+/dr1zhRNf/007VskaFDnUhM1GbW9CWJo0Y5sW4df1+ssRYDCz3L6G9/K0R+PpVrVFfTvRHn2v79vNOKJAG/+pXx+ltb6Zmx22leBwJ0rUwjBtCKRErSUEiSDEmSce+9z4bG4K67FuHxx+ciGAxi4cLbMWjQSM19ENtAhmsJqC9fs9tJ7I89D+I8Cc/oyoXfHwgr9CreG5+Pv9+jRx0ee2y15juqSmMi1v3X1NBrrEQqKYk/4+GAheXLA0hJ+Rp33UXCgOnpmXj88W9DYNLQoS2w2RLRrx/w+OMubN68DtXV56C6GifU/KlcLtYOMwkJWv0N9lyKdv31pC9RW0sBUVmZtivP+ecTy2b1av7a7bdfA4eDt1MMBOi3xPty2mk0RseO8W4RjY30WbYfzp5N86GkhP72+4FFixBigUUy5mdcf732emw2/owFAnTPPJ7w4rDimHz++QsAbta8v3Mn7QdmZYx6O3SIr0k9ewITJ441fEaWCVCxWGieHzhA98jvB3bscIXKhgBg27bDAOhh1QMLksTBw1GjEFqfunen+apv/Q1odTTMGEviM9G/vznLSG+slE3U9ojVVJXuv3hv7rqL5l9W1jH87W9HNKwh/Tk6HLSmVlVpxTTba2LHo1hMPKfTT3eGRF47kw37U7RTwMJJYB3ZcjLWLhMsWBVBBYvFgiVLliAQCGjKKH5IMwMQwpV3/P9ind2SNFarrzcuoGYOjMWipZZJUufWojU0AHv3uvDhh+G1AzwecnaOHKGMeHvofHpTFNpwI1H0woEwzBISyEFobw0jYO5olJUBK1eKLR64R793r3mwl5REwIJYvxuviXW/QQ3axNMkbvdXYMACQI7qffcBDzxAf3/0EXDjjTTPpk+fpRlD1mc8MZEHBXpjiv52u9axEdkKZ58NPPlk5Gs5/XQOLBQVDUKvXlUoL5eRmQmkpfEB93iiK2iXlXElfNESEjj32WLZi3Hjfm14xvr25RlBBvw0N08Jva+qv8MZZ2yA1do2MUnxOrZudeH++yfD5zsHqsrTjueco/3stGnAyy/T+dTXU0/0wsI67N7dFcCZuOmmyXjppb+gZ08nGhrCU4LDmcg4EoGFr75ahE2bPtcwIzweCpwyMmhee708M84cw549B4ZozHffvRKNjR9qnsuqKhJA3LGDd78Ry4dEyrCibNUE/48+WoiLL3Ya1kp9SWJSEn/uwtVY65lO331XhGPHSM/DTJH87bf5v88911hqwEC4AQMo0MnKonmUmUlBH+ssIAr2WSwjMGfOXzF27DmaeVhf79Z0AxID+507eSkFAIzUSYH4fLRemgFMInBmtfK5brcTEMe6OXCzwWo9zbTGXg/MXHHFdwDo4saP7wmHQxulsLnC9q/UVBozReEBVWIiByTDib15PFa88sp3sNvfDs2Zr7+eERqTiRMzQud36610fq+8YgEghcpyXn+9EKL2QyRjZQiRTJIoc866I+zZQ3oQzMaOJQBZtGnThmn+ZtohoskyaT7k5FB2nK2zor7LgAEk0Lt1KzBnDr1WVERrsP43zez0043jwMpSAAIWunal+xJL15nzzhuFN998E4ry69BrikKinhddFP37YutavSYBwINNJnIJ0HpUW0sirqy7jcVC9zwQGIBwwEKXLrxTxM6ddN1JSfy47G/RROZBWtoxLFmyNLS+6Z+Jp5/+HLI8AYpC+1JxMUxbZloslFxqi49y+DAB/Oy7Hg8HtaqqeuGmm+Zh8WLeUcisbHP4cCcqK9vXslhvdXVGPR1FMZ9DZueUk0PnFK1t5v9vdqoU4iQwfZeG9gbNkbpMuFwuLFiwAJmZmRpq5o033ojrr78egUAgpjKKzrBwlP94yjs64hwWLFhw0nTGYEDLokWLOmx+xGvNzbQh6gUZYzWrtX2ibdHsyy9JGM1Mhb642IV//3sB1q1zobKSugOIFN2OMBb0REOtxQ4CemMCSe1VXg4GaQPXAwsvvxz5e2a1lVYr1cOnpbU9QGX3XatCnwCRsTBpkrEJ/ZQpnNpdXQ3897/kPJqNocdDGTOzHu2sBzcLYETASwQWsrKOmHadEE2sd967Fzh0KAUeTzKOHk3Gi0QWCJVbRLLmZgK5unc3sks8Hu613XbbLaZzJTERGEQVCVAU4I47AEnSChcEAhPaTdVsaQGKi4vg8zmhqqvAFMYTE42CgFYrZSWZLV2KE6ACO5/LQ+UirMwgFmOApNjm78ABjlKq6i6NIrzHQ85vTg4DXHiplKiWX1n5RegYiYkjDHMqLY2uad8+bWC/atUy/O1vt6CykoNkJSWrNZ/Ztq0o1NYtkvXqxe9Pjx789ZoazvjSd2+YOLEAR44QgGO23ogt9a66yvh+ayvNu4ED6VlgWe6kJAI32HN++LALSUkkGBIIyLjggj9qnP4lSxYgPT3T0AkCoGMuFLrwnXuuMfhqaYkNXGLaBmw87r3X/HP33LPC9FnRAzPbtnGKklkmVx84JyfzNZkFG4yxwEzsuiH+W1V/C5/vPrz5Jk34Y8d49MGAFu35+U+IAgbh9/tQXFxkfrEmZrXSWldZGXn9GcKbqWDbNp7ZliQCB5KSCNDt1Qu4+WYtS01R6Nkya0GckEAGmOoLAAAgAElEQVR7BVtnRc0H0SwWFwYN4l1twpXh6U1fHgRoRW5VlfaLSF1TRHM4nHj55f64/vpFmDmzJPT6+vWxfT8asOD1EhAlBsBZWQRyHzlivOeqejj0uaoq7XUkJdF3GVOktlbLGkhJMWoEiIyFwsKHNL6R/pkoLl4bEthUVeCPfzTvwGC3a1lNsdqBA9S+NCODrx1FRds0nwkE7sa33xaF/jYrHWXCtB1ZflBdTUDPkiUL8MUX32LGDFqvWMcqZrW1wH//uws+n/ac0tPp2jqTkftTtE5nLEiSNA3AU6D+VK+oqvpoZ//mT9FYNoMFtp1B+ddn/hctWgS32x36LZfLhaVLl/5omfFwlP8fKmPPxsfr9UKWZTz33HO44YYbOuW34jmfH5upsX8/UfEUBQaHeccO3os8nHU0sKCqFNix4MrlMlehFxHmf/3Ljr//vRA/+5kTe/aQE91RIkCx6DcEg0QF7NPHnGrJHEMmxtRWa2w06lsAdJ8i2f79WqdTPC9FaTuwUFtLGQGRsdG//1TcfTfVfKSk+DFhwjjD96xW4OKLgWXL6O/58ylYefllY895r5cchLo6o5MXqVWXCCysXHk9gsF1EUUt2Xwzs40beUlDU1PkoKm6mhxOWSZnTSx/ER3oiRONTdGZY3jppTOwcOFwBIMEqOhBlXXrKOvUHiessREYNaoA//ynJaTun5wcwG9/ux/vv7/cwLyZPh149VUCIPXaF5J0GvLzs5CSQu8PGRIZiFMUYnOUlBCbhNXmbtz4Derr2XzxQpJKQ0GtopDj63RSQJSbS4Hhrl10T0RnVZI4kmbMgPN7wgJ7v98LVQVWrHgZwWAPAM8DoPk7fvzZeP11XhZzzjkFMVHYMzN5ZjExkWdcGTiYlWXOdGpspLER501xsQvr1m1GRcXc0PHMso6trcRGYEJy7Plgei/l5cChQ7Ruer0fAygAQL/Xuzfw/vuLQ+UPdntCiOovzoV33+WZcJsN+MMfjOfh82k1KCJZcjIvPTjrLAp8jh6lNW3bifgkNdW8O4q+BK2+nm9gZsCC368NphMTeacNBiyw82F22230GYeDmDuXXMLeOROqeibWrAHuv38F9u27FIAESUKoM4J4frJM2WtW6nXOOQWxDRBoHWFaDfv3hy+pE9fHFSs4YDNgAHDwIKd5r1xpXP/cbgJXRRAsnJm1B2T7sc93M6grg7EDTjgzE7XVs3FYhxHGuolmZ5zhxBlnOLF/P7EpAGIsxPJ9sczHbN/0+YyZ/fR0esanTSvAM8/YNYwFRfEhGHQDyEQgQACE2R6SlhbePxBp+gcO8PsXDG7XiP/q51xFRQmuuGILdu8ejYYGAjauvbYVixcnaYR2ExLi1zjweslXy8oCdu4UxZs3AlghfHIkKivTsH27C1u2FCEtLdO0dFSWaWzaUo6ht0AA+OYbzh6RpFYEg+TI3nILB72qq4ErrwQaG38Li+V7AE+Gzikhgfac2tqOYZv+r1inAguSJFkAPAfgfFCj5k2SJK1UVXVX5G/+/2mdHUjqA3e3241583h7nFjLKDrDXC4XSkpKYD3B7RQBhB/qvIqKiuD1eqEoChRFwdy5czFy5MgfreziZNBWUBRO0ddvtl9+SdlSVSXq+i9+YX6MjgYW/H4COhh9eMQIc/0CrSq3D99+S+PX2Bi9dCEeY8BCpFaOixdT0JWeTg6d2caYmEjO8rhxbVfyP37ceJ98PqC0VAUQPpIzy/Yzs1qNgWIka2qizTY3lwIl5uQySj/raAAAffuGv9AhQ7ZCVN9vaABee40y414vOec2G/1WZaV5e8Vjx8zp1uXlnFIvywEEAhs0zpcZsFBb6wIwEmIZCTMSLSTQo7Y2fE15ayuNNRPTEkGmYFALLOjplVoq5iM477zVWL3apJcgiGZ8xx3x3Te9HT8OjB7txOjRg7BpE732q18dxuLFo007i9hsBC688orxWOnp0+BwEMfd6yWgIFK5yNGjpEJusWhFv4qKvgPAgIX9GD/+PNxww3w4HFTv2q8fDwwzM+n/vXoRiCQ61JJUGgoOjx0L/+w6HM6QlkAgEACgAuARTWKiWxP8DxhQgEsvjW2N1ncYyM7mFPuFC4G5cyl40pfCpKbSPGfrFw/YZgAgYGH4cG2ZRGMjjZ8omMiAhKQk+mxSEusaQOsmsAsMWLjjDqB372YcO/YUFIV3iKivd2taJO7fDzzzDP/d3/zGGAAyi3X9TU6muciMKfc/9hgHFv74R1oXbrlFC1iJ9yYtLRMLFvAf9fu/BWBExEUaNKOzNzXxdcVu14KVgwZpy6hGjjQCuZ99dlno3wMH8mvXA0cAQq1Pzzor9r2+SxdiESkKzedwmkIisCAC4rm5lVE7BqmqtkQmkunBF4DPK1XlSF4swEJxsQv/+U8dgAs1r197rfZzCQn0rIudU2KxgQNpPWZtMkXKvpm1thJYycysfabPZ0wgpKQQgDNokBOvvFKIdeuKMHFiAQASNn7vvTIAtGh99VUxLr3UBBkMY+LeYLVmwO+vBIFYCmT5e6iqHPKN2JxjmkXvv78YK1a8goKCl1BYeC0ACyork3DTTS1Yvjw5tI7YbBz4jLWLgs/HQXTRH1NV46Lw3nt9sXz551DVGqjqHRgxogDnnPOeZk1OSaF99uhR0mJpS4cJZs3NxMjjYLMWnCwro7XrqaeOobGRAMlg8AncemuG5pySkuiZaw+wcOAAPVsdWaL7Y1pnMxbGAdivqupBAJAk6W1Qv6r/OWChI8QFOzuQjCXzH601ZWeYCKhYLBbMmTMHs2bN0pxHZ5yX/p4VFBRAlmUoJ3howWDwRxNKBE4ObYXCQhfefLMI55yjdbhVFXj6ae5gPfYYKZAzZ1609tZ6683j4cGkLAMjR5rrF4iBhMVix6hRBQA6vk1QczOwZ48L991n7ph5PAQqAHTeX31FmS29paWRU7N7t3m2MRYzK1cpKQFUlXnbhwAkAdBGrZGABdZZIxZRQoCucd8+EllqaDA6eaIaeLigAwCOHv0vgM8B3BV67dNPed/1Rx+l7HR1NQVakkTzjAXtfj85IGZOphj8Dh7cjIMHVQQCkfuhb91aBNoyuVBXt27VqK2lFJ7LRU4mCw7r6igIZE6YqpJDKsvmwJFIge/a1VjnqW9f9/nnVwI4anqulZXA6tXbMGbMqLgcQWaqSsFcWhrQ2MhTZ7W1X5uyg5gVFJgDC7W1CaiqIueL3adIwEJNDRdja2qiZywhAUhOnhT6jCzvD4EKwSCNnSg6yKxbN7oeMYhLSLg0RNffu7chYlDFtAQIVABEYCE3l1ArFvwzQcVYzGqlLDNroZadzSnWa9ZQpu+998yZHWK2nwdsE0Kv6evWPR4KJCWJrw/p6fSMsAw0AxbYuunzfa8JoMvKugC4DUz0jnWIYPbeexRgs4B10CBeTy+aotB8jFWYUF96wEzfhWLJEmD0aFoTRBs61IlevZx49NFPwEHBKuzbtxpnn20EFvTnlZGhXfeigb5TpkRmiOn1JvTAERM5bUubX1kmVsG2bebAQu/edP/1TCardVPE5zoQoOPFsv4DWvCFgXasdMbvrw5R/UXAyMxYwOz1/gkMWLjqKkpi6IUzrVZ6/svKjHuV2w2DoCozSaK9itH8KyoiB4nbt/P5mJdnzrwRO2cws1g46+2cc5zo0cMZYiVQKVcZWBvcTZv2xQUsaPeGO4T9fjcUpRmyLOOuuxaF7ikB/EUIBPxQVQXBoILPP/8dgI8AvAkgEeXlyThwwMgC9HhiBwV9Pj4PRH8MGGAQ+AYAReH1dDt3no5f/3oaHA6eXEhMpP8qK2l/1a8BsRi7dw0NgMPBz0lRtEjQZZcBw4bVYdcu7QOfmzsPLhc9SxkZNBZVVfEBLqKpKu13ffueAhZitVwApcLfZQA6qFv7yWMdxTTo7EDyx2QkRDIRUAGAPn36dPq5hSsLufPOO/Hkk08iGAwiISEBmZmZP1qXjB/7frlcLsyYQWP09ttah3vzZmNd/vPPU39qvVksfIPpCPVc1tP56FFaiFNSjM4Zc2YYVXfgwAJMmMAzq+3J5OqtqQn47jttOcaGDV+iosKJTZuMWZnSUvPjALRRlZdTgBrvJsVKKfRU1aKivQCYQMBuyPIRKIpWEVusyYx0/Fgcy5oactKOH6cgYudObTY4VmCBqIaT4ffPg6p+C1XVOlrr1lEgW19P80BV6V4wYMHtNm+7efgwCUIy+/3v05GQwIGpoUPNn7P8/AJIkk8TbF111XG88AIN+NdfU0s31p5uyxZSWWcq1oxmGs5pFem+euXrYBDo2VN0zCQoSgUIKDJPIz788ON4/PHbcM45zpgEzUTzeOh+y7J2vk6aNBSrVoXvbjJ4MJ27GXV51y6gosKF9euL0NJSgJkzw69ntbXksDGny+OhgG/jRl4Hc8UVo+BwUHTR2EhsBbNgipUZeDx8nSgt5ToABw7YoSjdoaqlhlIqMSBi1OG+faeHnpe8PB5VsPUtHrZRnz60liYnG53kkhK69mjUc+awe72cvWIGTI4dS88ke4ZTUij4Yewpu53eGzGCAJgVKw5h5Ur9Ua6GJD0IScrAvffeFVpz9+8HFizgn0pIAP78Z/PgmOkYxOpEhwMWzATTli/XAgs+Hz2TVJrBM94Wy1KMGVOg+a7fz9kbonXrps2Mhru/bL4MHHg+UlPHhN1jookVslK2trLWMjLC77OyTMHtNm2JOyyWb2GxWCFJMH2ufb746OdsDPWCd3fdtQiHDgFvvUXvR2MscPZMn9Brgwebd+Ow2eh3hw6l+22zcSHOaALLOTmkvwQAb7+9HEBO2E4zjL0FRC4BjbTmsrWNWX5+AWR5ZwhwOXDg/JCfE4vxkq2+UJS7hHeehKoqACTU17sN35FlGcEg/SgJuS8H8AmAywFQgkAEFpiGUDzAAjMR2N24cVao1OCBB0gbZs0a4/f/9KeFyMkxag0xTaq2AAtHj9KelpBAjDx2Tq+/PsoAuO3aZaxbvf9++n95OZVoyjLtz2ZJlFgsEDB2UfupW2cDC2bLm6biVZKkGwDcAFBA+VO0jmIa/BCB5I/BSIhmP0ZmXrxnXq8Xc+fOhaIosNvtePbZZ+F2u5GZmYnbb7/9R9U4+DHvFxsjsyzGG28YP//RR1RPq68BZHRfsf1Ue4yJ8bHMmN7hMVPvFTcmu71jgYXGRmDMmAIsW8bYEdl4773bwjpN4XpFA3ysWlpid+RYQNPYaNQTKC524eWXCwFQi4VBg2y4/fbR+OKLw2hq+gZr1lwBr9eC48fJyTNjnDDz+WJT3GblGBUVwK5d1FVAvBe7dvF7YSYExkx0RNzuNI3iPUDAltVKG3pODkK1qawu9PBh8+zxsmV8Ix83DieEqyjgZCyHnBxjkOpwOPG73+0LCWFOm3YUV145GIsX0/F27+ZsBaYzcOAAHYu1Ew0XTJWXc1YLYAQWGhuBCROcWLiwELt2UbD7j3/cDp9vE1TVHFgIBvujuLgIXm9swILHQ/fNZuMMo7o6nt0kuvXYiN1NWP24GbCwdm0Z1qyhufDWW3Z8/nkh+venlnrimsGAmfR0XqutqhQMMec/IQG48UYeXfh8kXUtsrPpXrB7evy4C5KUBlUdjmAwEZK0EBbLVaGgyiwgqqtzY8yYAqxd6wwBCyJI5PfTfIsHPM3OpmegsNCFpqajAH6uef/IkejAgsPhxKJFa3HrraNDgYmYFWctAjMytNlVWaYxY+uMJNGYe710zJ49nSbAQioslqMIBOwa0EBkPOXmEptIr0nCAu+8vALMmBH7npaYaC7KN2ECjXdTE39t3TrW+pB+S1VnorhYm3JNTz+Oxx6bBIdDm+PyeMyzz5mZ2nXRDFzVlyk98MDXCAZHoV8/4Lrr+OcmTSJGQyQTy1zaYna7tsRGbyNG6IGFo1iz5q+wWmVcdtkcTJ8+y/Bc+3yxaSswY/u8XoSvvt6NOXPmxQwscNCMr3H6tZFdJ7svp51GgafHQ8wRi4XuayR2hBigrl79Ndatey6s1o4oOKkHFthaJcuRW0fr12OHw4nLLssNaT3s25eG66+nvSqWBIPD4cTzzxdi/vxslJbSgzlwYCNKS99CMGjOxHM4nLjvvudOaKYEhFbQxRCBBdFkmfaDSH6CaM3N2udlxAgn0tKcGhChXz9KEGzaZBSHDAZHmJYmJiURU7EtyaqmJpoLwSCtVaef7sSAAU48/3x8ytkffcRbLNtsdO/bCiyYAac/ZetsYKEMrHE6WW8AGqkkVVUXA1gMAGPGjGmnJvqPYx3dLvJkC/w7y8RSBBFQAdDpLAHxnkmShGAwCEVRNNoTCxYsiAgYdUT5i5l11nHjtbPOMtcuaGjQ9kpPTqYNJBikjVyvGM/M6+0YYKGxkVMtzRxOM0VhcWOy2bTOaFuNCefV1WmRb4/nF3j11fBeRSRgAaAxbW6ODVhQVWrhNXQoZXn1Tu+qVcsQDBaE/u7d24ekJAUrVgw7QZ/+CoxEtm9fZIchFuVjr5ccutRUchp37GD3og98vj/jkUcyQi0WJSl69o5lmN1uamEoIvtutwdAInr2JCfO7+eCYXV15DzoMxpeL1BYyP/Wa7Myanh9PQVjeqflt78dhGCQAu9bbslFcjLRYffsoXtx5AjV+ZaVUZDW2EjPS3o6nZuZs+n1Ulb1qFDVoHeefT5ymAMBJ8aPp7mclzcSr7zSgq+/5p+TZRWKQictSYPhcAyKudXrvn2UST7tNDpvi0XLVujdm8bDrMWsaFdfbZ592r7dH3ou2XpqszmRmqoFFsSyKSZqunu3C88+mwHWlvSii7Q1zJIU+XlJS9M6b1u2FAFYDSq1AVT155gxYwkuuSQPDocTS5YsEKjFXbB48QwkJeUgL49YJ8zE+eXztU14ta6OWlr6fD7YbJORlvYB3G6aKIcPR86KMrNax4fWwl69WpCezvn8DKQxs/79tayCtDSah0lJBDowQUnRAgH6wvz5FCQnJmoFMM89l9YjQEuD/8c/bg8BNUOGFGLAgNj2tvR0Xo4lAnNduwIffEABxoIFRFEPBoFf/tKHlpY/IRhcC8ABsZWt3Q488UQGRo82Emc9ntgCA7M9TL/nVFR8gtmzRwEAHnqI9IguuoiAhWiBkN/fPgFftif7/dp7W1zswqpVy+DxpGL48Ptx/LgdHs821NbeA1UNQFEsyMnpY/psx3tObIz04pn5+QVITaX3Wcee1tbwgDUDl+fOHRFaF/QC0qxMg5kscxCkuZn22969YwcWVLV3WK2dpiYCkAEa59GjtcdRVWIhsbKjcCaKgjLgYObMPvjgA77H7dlDe3sszz8AuN3O0Hoty8DDD6fC51sTAoFHjHDi6FEaP3ZuM2fegLy8kSG9BUUJQJK+D62VemAhXgFHpo3D7I47qBRUtPr6zVi+/DOceeZEfPyxto+xJI1Cfr5x4lmttN5G0+oxs6Ym8nMSEggAnzWLrXH8hnXr5kVtbXS6CAM2UlJozx84MP5yBr//FGMhXtsEYJAkSf1BxaBXAfh15K/89KyjmQYnS2DZmbZ48WLMnTs3VHJQWFiIefPm/WCdEMR7pmcmMHAjEmDUWed5snSCAChDumBBIQ4c0GYnN23iAf2wYZQdY9lkBiyYiaHV1cW/CZhZQwM5TOFogmbOjGhsU4pVMyCcVVbSxssy0izgeuqpyN8rKeH96wHjWNntFJTH0hu5sZGC2dRUCnjE+uDiYhdWrnwNrCYaAJzOPti8+SNBsGgrGLBQXExZQLN7J0mxAQstLbyOu7QUGDu2AG+9ZYfX+wxUdXoIVACAqVONjIVgkAIF/bVnZpL6+osvBuDx0E2rqbFi61YXfvYzXuJy/DgBLIcOmTurX33FM/BZWR5s2fIkZJlfp99PQX1aGt3fjAwCBGw2CjqsVhKIEy03l9fGHztG11RfT85qMEj3e8QIOo5ZgLd1qxZUALTjwpg+ubnaQN/hcOK666ABFs48Uwq1TBs48DIMG5YWk55IMEjnHgzSb1dV0fiJv6e/V+EED0eOBP7v/8gBnzqVQBMAaGjI1TyXkyYVoLaW5vDpp3Nnt6VF65zt3u3CH/84BT4f71P5q1/x9xmTJhJtWF83n59fALv9Efh8/4KqXg0ASE+/JlRCoK0H/h1qamhC3nmn9jgiYyEQaJta+ZdfMo2EIBSlEHl5G+B2FwDgAqPR7IsvDoK1cC0vX44FC74MZZ4jAR76DH3XrrwdryQBd91F2gVm7WgBEqK96irzMh4xiy9JEhRFgaoq8Pt9+OabIkybFtu+ZrXSekDPtXbOpafTMzVzJu/yUl9vB/BfAGcCmBo6zoMPAqNGmdPoVZX+i6UFpsXC6fVsnkbacy65ROwUEd0CgfYLC6ekcAAeoHtx440FJ8oKAItlEWRZRiDgB6BAlmXTvVK0SBl4vbF91ayrCUDzrrKSPuN2hy+JKy0FNmxwhkAFi4U/c4wFKXbs0NugQbR3RGNsafebPmHH4qOPuO8zeLD5czV4cHSWARNrdbv5MYYMIT/quuv4HlVYGBuw4PMB//gH//uKK1i3Cg4CezwIdTEQQVnmt0yfPgubNxehd+9pYJru+hJJkc0Wi7W08LlQU2MEFWQ5iHnzJsHv95wo2bgKFsvZCAZpk01NPRfAZixZssCwzzAWYLw+ZXMzPV+SRMkKPXA6dixw881bsHbtVrzxxi3mBzlhTU0IAWW1tTS28bIWTpVCxGmqqgYkSZoL4FNQu8nXVFX9LsrXfpLWUUyDkyGw7Gxgw+Vy4dZbbz2hsg14vd4QG+CH7IQg3rORI0carjkcYORyuTB//vxQB4mOPM+ToROEaEOHOjFpkvb3xR6/48bR5s2AheJi81KEvDxCyyPV1MdirI4+UmY9nDOjN6+3fcBCfT1tUHqEWnTCr79+PzZsaITPNxD795MHEQxSwDBokPlYDRniNO0jbWZuNzlNBw/S2Ih0VRJnAri+AnD++SNx6FCT0ELvKwAU+W3bFr6MhKnzR7OmJtqwGa06N9eJhQvX4rbbxmjYJbJsLuzW2kobrT47CZDCvN//BJ577joAPQFY8cUXW0LAAkBO2oYN9H2z+ksm/Ehj9yRefPFBzXUyGnJeHl1DSQlloMyo/czEllxHj5Kj09rKx6CsjJdqmDmc+p7ZZ58NXHAB/7uxkZ4b1hddpH8GAhshyhbl5nLNhePH02CzxXbfGhoIVGEU0bo6oLTUhQ8/DAI4C4D22Y1WbnT55fRfMEjOrNcLNDTY8fTT67BnzxoMHFiA4cOd2LCBxoUJGNJ5a0EC0i/pCYDQgaSkZgwYwCOvlhZjFlNvLEPI5hVbI955pzw0J3bu5Ncm6rN8++0cbNxoflxxjrWVwi4C2BTQ9Az9XqzAwvbtbjBgQVW/w/vvv4SPPlqKF14oRM+ezpgBDybgyOzCC+m/Rx8F/vMf4+dff53mqshYYPdCzOLLsgyLxQJVlWC12jFlSkFsJyQcs7DQWFbF5tzUqcB//8uZdORuLgFA6VKHA7j00vDHb2yk34hVi4QxAtg8jXXPicU6Aljo0kWboWdCfcyCQT8URYKqqpBlGePGTcENN8wHANMgDohPgd9q5WuVGcMpMzMysFBXB7zzDrB0qbZOPyuL79nNzXSNGRnhAT2LhfbEaC2hxee4R48JeOwxYxlEXR11d2ImrtEALzmKVRspO5v2CxGc6N+fAAIGxq5dC9xzT/Qs+PbtfDy7dgVuvtn4GZ+Pgt5w5SfsPikKPQetrTS+NTUccLNa42thLJZ0muk4KcpBAVQAgLehqu/Bap2DQMCG+no7fve7CqjqZtjtj2ie+aQkAsCjrf2iBYM0DgzgF1tOM+vSpeJElx0vJKkWqvp/6NePA66iVVTw60tIoL2+LcDCqVKIOE1V1Y8BfNzZv/NjWUcH4Z0ZWMZyrj8EsFFUVBTqvAAAFoslJpZAZ1o4YEj/OhsfBirIstyh59me6/+hmC7r1xMFHQDGj9c6BTt3Aps2rTOUIowcSYrp8QgSmZmZCCSjoJ92GgWOzz8PJCY6MXSoM2KmyOttnwPH6PJ6E7Pyb7zxSwSD22Gz2TFqVBm2baMU4YEDBCyEK9uorze2TjQz5piY6Svk5xfAah0Mv5/uVXq6D6mpdl0LvS9Cny8uBr755gvT84m1ZahI92ebd0vLeEPJymWXmbdkbG2ljdrnM8+QkYBiCVSV0qI9exZo3k9KoixdMGikojY3I5TNBwBF+ZehxSRT87bZKBjp25fOp6IifD2nHliw23mmkImwHTwYnhorBq3/+AdwjpYNikCAHDurlc6ltZUctqNHXbjjjskACgE4Afjw/vtTYLXuQyAgw+3mgp7RjDEUvF5yJnfupCDO6+UtHsTnPFq5ETOLhe4zY3QkJY3F7NljUV1NGR6AnOa6Oi2wIN77M88swNKlm0LOV58+Wi/M74+eaZZlek7EeeVwOJGVxcGm3buBbdtcuPVWbfD68cfhD64X4mzL2uZ0OvHBB4V4660iTJpUgOTkwXj+eXpv1y4fvvnGjqFDI7MhFEUUNPgeqqqG7svFFztjzjYnJprP04EDja8B9Lz/4Q/EMmLGGAv6LP5ddy1CTY0b48YVYOLE+Panbt3EsirjnLPZgDlzXGhsTMDOnYyfPjT0/Ysuinx8j4cAxFgtO5vWefF+RysRitVUNT52gJmxlqTMaC+wCYwF24kOWAFYrfYQqBAJLIz3nBISwusqiYkBfYnC++/TOmgGBogAACuBCNdaUzTxHJqaaC0VvyMeNxjsCYdDV4sG6nbDygByc4Err9S+Hy+wGK48adQoXoJUU0Ms0Gglg2KAfN555kwKn49T9RsawrOYZJmAddbZZP9+vr7GI8QdDNKYMKDFXCD6GCwWCxQFIX/aZrMiN9eDgwfppinK5QAugt9/uuaZt9vjAzkAbZeK8J/5Dhn3VVMAACAASURBVD6f9wTY8QAsltdx//1v4JVXJhiSABUVXEsmNZX2/yFD4iv5PVUKcco01hlBeEcH1izYjFWI8IfImBcUFCAhIQFerxeyLOPZZ5+NyhI4WYwLGtIiOGXKFMyfP7/DzrOt1/9DMV0KC7egqoo5bs2QpB3Izp6AHj3IuWxpAXJyLoTV+hj8/quhKJehpiYvlMWur29fv18zWveCBeSMWK1a5PfwYXrtoYfMjxUtixHJVJUCNn2v6pYWnr2T5SACgV2h4NVi2Q2i53KdhUgU2uZm4/H1v9XYSONptxv1JkaOdMLhWIvNm+nvIUN4wS1voVcC4DCAfvB4gO7dL4LN9rDhfGy22IAFpuYvmhjMX3IJZXoi0Tu7dKFrM3MWHQ4nxo2rCQXjSUnGJuKMqqy3777j2a/c3BbU1Bw0bTEpggJs/DMy6PrNWuTpgQW9pafTnDALDOvqeNBtsVBvbr2pKh/TrCwCgNLSgG++YYrpcwDcDeATBINHkJZ2HLW15AlWVtJ1mDFAxOMzpsXx4+QssSAO4BGlWAoRrdxItAED+DUeOAD87ET3MLebzo31Ac/NJadf34rS4XBi5syFePdd+nvECK1Hrqqx0WEzMohazYTeLBYKKDIz6Vyam4HCwh2a4HXjxi9x5Ij5OpqWZsxwm3VBiMXOO88JRaH2c1u2bAB16pZRV2fHLbeQ87p0afjju918obBaD0JVtfM61qAwIYE+K5ZqAUZggT2jrIWqaAxYMMvi19VFFmwNZ1YrMHEilVWZzTnelnAkACO9JJIbxTLNkdZavWVnR27R215r6zxiJgIeigIMGeLEiy8W4eOPlwEApk+fBQCaeyPqiojATbyZeGZJSRzw1mdxRSBw507S5MjJof190aLwe7PYoSAQoLW1tDR661JZ5kAHK7USn4nu3bnmwfHjPAHS0kKMstNOo44jzG6/3Qgi+nyxixoC9PspKfQbPh+ff1YrzdcVK+jvoqLowILY3jRcq2oGmg8ZQiUJkZI8IrCwbx+VSAJcFFSv32Fmem0fM20pSeqCe+99FvX1bqSnZ6K+3o38/AJ8+GGqrvwqAbI8SfPMW60cnI7V9NoXZh268vNzsXGj2C3jILZvX4s775yAl14iFgmzigr+b8bQqa+PraSKWSx+1U/NTgEL7bDOCMI7MrAWg01W4xiNuv9DMAaiXeMPLWAZT6ZfPz4dCSowa8v1/1AlFB9/LCiXYT2Ki7ciP38CHA4uildefgbS08tRXU079zvvANdcQ5vooUO06MYrcMNM73AEg7x1oBmdbN06cy0F1nJSL5IXz3ns3Oky6E+IbIUuXarg8ahQFObk9wgF+SzQYs73qlXLNMdnAo6RnN3GRr5JSpLW8aupoS4DmzdzT+eqq/j7YmCoql9DUfqdOOZIU0qv1Rq9ttLn09IMAXJqxbrKmTONfdyZsdaQYusvMxs2rHsIWBAp2NFMdGwGDGjEhAnXAoBBBd3MYcrOpox2W4AFWabvm5XdiBmQ4cONAXIwSHOVOcE5ORTQ1tQAw4ezFmO7oSizT9RJJ6BvXznkcJWVERjR2krHqagwZmabmrjAn9VKjnV+fgHefDMBPh/PhIsB4ciRpL+yfXsRzj47MvV7wAD+b/Z8yDKwcaML27cXYcKEAmRnk0AnY3zorbW1X+jf/fuLr/PuEdGsa1e6hyxrlZ3Nu1h8cYK4k5h4ngYwycq6IATYpadrVcvZsydqx7SVjWW10n31eoHi4rUAsiG2Ed23j9a5mTON3/V4eKmOxQI8//yL2L59LfLzqdwkHLMqnJ12GjFsRP0F8R4CwO9/b6zrBmiMRGBRn8X3++ML4EU76ywnnniiEHv2GMsNeFvCLQBawMpmAApaIzn6rBtEPOryKSl0ne1l4IWzjgIWPB6as4mJQN++Tsybp31OxTEMBxbG22qSWXIyrS3BoFakENAG4EuXUveDxYvpXNk+w3R1zj2X3q+qAmbP5t9TVZpL5eWxjVdiIvkCLDgWzWqlOcLKCaqq6Dl45BFg9WrtZ7t3r0BGxiEQS4wb6woTj/XqBezdS/dLZF5MmMCBhWhiz4oSG7AAcDBj9GjSysrKMp/3p/PqSQNwCBiBRzOLBVj4zW8yMHPmDYbX9+41fnbKlMfgcPC6ByboGguz0+ycmprMgYmsLE+oW4aiBGGzJSA/vwB5ecATTwAvvwy89BJ9ls0XZhYLHTceYKE9Ca6T1U4BC+2wzgrCOyqwFoNNVuMoSVLEc+1sxoAYxM9jCjE/osWT6WfnvmjRIrjdbsP4dHQpQnsAj84AhFQVOHTo7NDfFksh8vPJ0x05kgMLr76qhOj3zMrKKEtdVUVB9dChiNtUlWreRUeuvNy4gYnW0ECbLsuSMrPbKcjq0aNtLYK++MKFefOoDk+WZdx333OYOfMGDbDQ2Pg1bDY11MKra9fTQzWamzYpeOmlhXA6icHw0UdL4ff7QnXRffs60dCgDVr1Vl9vvqFWVRGIIKo3//znVLvPTMwmNjWNx9Kl9PqKFUBLixPl5c4TbRjJLBbaACNlvs2Ah717eU1nt24k9mlmHg+n/Ot7fOtNrKmMBVg4fJicGqbmDQBfffV3AC/DZrOHsnfMzBym9HTzDiQAgVPMWa2qMnd0wjk+Yuuy8UaherS2aoOelBT6z++nNlnsHorZnsLCjFA7udJSciJZ15adO2nOi4F4XR2/p6y949ixTtxxxzd47LGM0PWLzlJVFTBlihOXX+7Erl3kTIVzqsWglGWh9u934c47JyMQ8GHZMjueeqoQ27c74fWat7UT61tFYKG5mYCBWCw5mQKRM86g+VBXR3+LwMK//pWHP/xhE1paViI/vwAHDnAvfdw4bZBRX8/7uvt8FJy0p+tNVhZdJ5X7HDa0EV2yBJgxwwhQiWOTmwuMHj0Bo0dTipEBL/FYjx5Gx75rV3ou2Fqbn0/z/plntOtv165NACJHV7HqGOgtLY3mvFkZBQuK/X4vFGUTAF5PFK5LETOPRzunYjFJojKp77/vOGBBVQnUS0lpP7DAvt/YSPPdZgO2bIn8nXA6ER6PuV5NNMvLI4bB99/TmiJS7/WZfVUFnntOu7bPmAFcfDH920wzgB2HAaLRLDmZAkkzYAEAUlMbUFlJJ3n55SQQa9bdxu2+B7fc8p6hVKQtJSx9+xKAUV5O48S+L4K/ZWWRj3HkCN/rWVcfM1NVPld79KDPer3m5ywyJFwuP1577e8YM0YrchzNxHUhGNQCC5ddRvdtzpwBxi+CWI1vvKEF6qurzcUUfL7Y112Ph+91JSVmnziCRx6ZhBdf/BSLF68z1UwRhT5FxgJA41tba17mGemc/tfsFLDQDvshg/C2HFsfbIYLiPXWWYyBttD1O1s3INZMf7Rz7+hShFiPF65lZ0eM1YYNLrzzDtX9OhxObN0KlJRQOspq9WPhwivhcFD0mZpaDGrtBfj9xsiTBZc9epAjzMTo4jG3mwIa0ckxE9SxWB5BMJgF4EYAFDTogYXkZLq+V18twlVXFeDCC9vCEKE6vGBQweOPz0Ve3khs2NAHAEMDdiIYDGhaeA0cSBus3y/jlVe2YNmyP+Hii681UFBPP91p6Omst6Ymcwf0n/88hIYG7inn5xN1U28sm/jZZ1tDrx05Qog8QJR71lebOWNeb/jAgHWEEE3MdowZY06nbWggx6O5mZzRaI66yDKJBiysX/8t7rnHEWqRx0xRtgHQUn4ZO8DsHFNSzFveAaxjhBfHjydAVclJjLVeW2RmmNFdwwU9TGTPrK5bDApLSrhiNWMmlJdrg/1jx3iWOTGRjm21Anv38oj9/PP5dQcC9Jnhw+m11FQCDKqqzMucfL6tAOgBZMDCjh1FCAT4nN+xowh5eU4kJxvnkKpqBVHFc1eU2OnHKSnAxIk0HsOGEcUYoI4d/FyBJ54Yjr//fTgcDuCTT/h7gwcTgLpwIf199dU8m+vxdIySfyBA93TChGpBiJCsvBx46aX9uPXWPAB8LoproN6hbW6Ov/QgNZW3bxUd9vnzSb9m6lT+OyNHIsTCAoDS0jUoLs42zEm3mwNz0Wjr4Sw5OTLgePHFxEA6ejQdGzbw16MBC7GW0ugtJ4eYJLHU+MdibjetbUOHxseeMDObjXc/6t49tkAQMK4nrPNCW5h9bEyysyk4jgQsACQeLIK/550X/TeSkgiMiAXcSUqi82BlbSKTsbjYhYMHSwFw4YS33jI7ShlU9W0EAqqprky8IBP7/YwMLXAt6tmwbj3hSlGKi/m/HQ7zuaMo9H3xec7JId2DxETj8fPygLQ0Hxoa7GhqsuGFF5aHxBN79nTG1MLY5+PncvQoz8xnZgIPPBD5u6mplOQ4coSSIgDtlYpCTFEW8Pfs6Yx5bgMEtLExEMsgcnLKUFn5MFR1DYLBFmzeXITZs+eZMvGiAQvxtOMETgELp8zETqYgXP/9SNn1H8PCBfHhwIMfQjcg1kx/NACio0sRYjleuJadHWEulwsXXDAZXq8Pb71FQk5vvcV//5JLbJg4kae0a2o+BtAHgDnPlQk0Ma0FJtIXqykK1cjrs28u12EA/QBQsDBw4Nv46KOHAVwABiysX08CY6IVF7tw110kVPXOO3asXRvf3Bo5sgCyzOvwFCWIzZuLsHv3L4RP7YIsWzR1geefz5F7Vb0CgQAVjuspqHY7ZVQjiSTV1xud9OJiF95+uxKMRn3mmVvw5JOjw7IMiotdePjhyQD+BkCLPpSUkLMrOoEeT3hgobaWgA6xDeHevXxMxfpY0VpbKeCT5diymSKLIxKwUFzswj33/BuBgJmgw05IkqSh/Pr94YMei4V+t7LSSOUuLnahttYPYBIA4Msvd+HXvw5DzRAsENBmcbZsWYRjx5JRX+/G4MEFGDzYGTboiRTI6LNdiYmkf9LURE7RoUMUGMoyOX+1tZyNIEn0b59Pm62bNo3/u6mJHF82pzIzaUzWrjWWHRUXu/DQQ+cDqAaQBLeb5u24cQVYsoTP+fT0TCxfbq5GX1PDRbpSUvi5trYSCyaeDDhzKhl4oigEkLDOFcyWLQMmTaI1h9mgQcQqOXaMzunqq+k7WVm0LsXrUOpNBAl//vMeIWCBOfgA8Prrx3D22dU4eNCJhQsJFBGfTz2woCjxM7IkiZdDiMeeOpX+Ey0/XwssqOohbN6823APFYXmZUtL/LX6zBITtcACCb4Bu3ZpO5TMnn2HBlgIx5ISrS1gR0ICAdYbNtAcaGt5HzNVpTFqD+tFtORkClgTEvgzGYvonmiNjQQMtKUUgpkZY0bf5pQZewZ79WLtEsMb00qJ5f4CNB7NzQRMJiRwEUeASmkUJfrAW60PQVXVsLoybWWvpKRwDQirlc6Vab8EArTvhOt+oAcWzMzno98Q7323blxgsbSU5h4bj507XWhqOgzgVwAAVT0PgcAWbN5chBkznDHR9xsb+fFE4ca8vOjfBTgrSNTAWb16K/78Z/6sL1hQiNGjY/fbmpvNgYVRo2SsXfuvmDSDxMSWvhTCZiO/LZ5W5qdKIU7ZD2btCVRPhpaVZmYWxEc61x9CNyBW1kk0AKKjSxGiHS9Sy86OMDb2LKP41Vcb8MUX/NhiH3kAGDv2HLz00pdQlItNjye2OLJauehgrHb8ODml4neKi1349793A7geAHDGGYdw/vl98dlndvj966AoVGt7+DAFA+LGLKra+/0+FBbGNnbBIG0aAwc6ceedz+HJJ+ciGLwIqvogDh7MQWUl33VkeQ/uvfdZALyF15QpTrz4IvvERZDlYZg+fVaoh7QYWAUC5BCYOSuBAG1IemXnb78tgqLwPo4bNlyPnTtfCFsDz2uT74Asf4n09BdQW8u56Lt3A2dRt0FIUuRNsK4O2LfPhd//nm/8p51WAYBOctAg43eamsjJ1AfrVmv4LA2rjRdLD3bvdhnGj1qsmcnZu2G1Hsell96o0VcIBCIHYb17m4s9bd5cdKJLBQELa9duiwgssLZlPp84nmVYsuQuqKoCSZJhtyfgqacK0bu30zQTztT7zQIFcZ5XVND8qamhzzLAqraWHDYWDOuP8dVXvJtEr15aNoXPZyxXsFjICTx8WBs00D3wAPgejLVw4AAwerS2jOMf/7g9rBq9WF7Uvz8/15YWbS1wvNalC3e4H3yQSg0Y0FNcTO1QRcbN4ME0L+++m79WU0NzpmdPbSarLSYCC5MmkX5BMAjs2vUiXn/9VgAWqOpZWLfuOXz4oTMkLCeaCCyw56ct2fisrNjECfVioxZLKfLzf6F5TVUp6B4ypH2ZeCYgyOZ8QwPNAX2HEkX5AL1734OyMuCGGyIDGcEg3dO2BoSZmXTvGxvbNs4NDRSMMHCsrWyOcOcmqvmz+R7PtXo8RrZfvJaQQPuUyOyIVoM+eXL0uaKq8bWLttvpO+npdE5uN2cZUdeMF8O2/XvnHfpsVdXvsHlzngEAZXOyrSUskkTr7NGjtBcWF7tgs50GgKgLpaXhgQUR/BTZV6L5/UaWCGtfXFfHwWQ2nqtWLTvhPzFHbyqs1qdPjFNs3RjE7j7iOcYKLAA0LkOHAl9+SX+vXVuqedaLi4twxRXxAQvsGRNLIbKyWmNuFyv6oFVV5n6KxxPbeqCqNO5tBVtPVjsFLJyk1pZAlWX+S0pKfhAhv1gtEl1/wYIFYc/1h9ANAGJnnVx7LVEtZ82aZSo42RGlCJHGSnyvKELLzvb8pn7svV5CcBMSLgq1xBk2zCjm5XA48ctfHgpDH9QCC3Y7otL89Xb4sNHpoizDWaG/m5o2wuG4KrRBfP65P0St3LdPuzGLQlUWix2jRhXEdB4HDxLVPBAAfv7zGzB06EjcfvsQNDR009Cmu3WrwRNPvABZNrbwystznkDwkwBsw5tvyrj4YmD2bO2cYcwOM0cwHH0uJ+ciAMxrq4ai7AjbClA/Dlbrx7j55uX48MPR2LGDsvzff8+BBauVHOHsbMpADBjAN8RgkECC7dtFwMaPI0f4yZsFgS0t5jXyrDWgWTbabqfNvbKSNubPP9dmMVhgSrXqsoE+3atXM/7yF+2Y+HzR24UxYTq9YFt+fgFk+dMQlXX79nIUF7vCjvnChcDHhgbMW0O9vFVVgd/vw9GjRZg+3Wl6/2WZngczdW4CXlSoqoTqahWBgKQRYLPZOBOlqso8Q7ppE//3BRdwJ59Ras2ykD17GluKsfnl822HqlKE8sknJRg9uk+Idh1OjZ6ZCCyIgbOitC8QS03lTKpp0+i/P/6RMzXEFm7nn28eDKkqQuUb8QQ5ZibeB0nibUe7dx+LpUvXQ1ULAMg4dOhKQ4s+ZmL3htbWtmfSU1PpuqKJtOkDmdmzb4bDoUUQfT56btqb0ZdlbXDMSjX0ooMTJpyFa681FyrVW1uEG/XWtat2f4vVWMcERs+229uvrSDa6adrrysjg573WIEFRaE5Ha9Gh5nl5tK+yQLNSOVLKSn1yM/fC2Bs+A+dsHieOZuN5nRyMv1bBBFIXwJ48cWv0K3bAGzdmgi3m6HMO/Huu8+FQGizdZ2x3dozjzIzyc/hHU5eBED6P2VlxJYS2YAOhxMeDy8TY0G4/jOAuQCn1Upz9/hxAoorK+kaiotdWLnyNQAcIZakSfjLX9bD4chHc3P0TgbBIM3rzEza45kQJRC9w4XeRGABGKt51kePLoi55aSiaJMxe/Y0AqBBeeutW1FQ8BBmz47O+E1MpGfp+HG6zpoaowZJa2tswEI8ZRw/JTsFLJykFm+gKmb+LRYLrCdW3M4MyGMxM0aCSNePBB50hoZFWzQb9Ncwa9Ys08+1tywm0ljp31u0aFHYlp3t/U12HZ9+WojXXiONhQ8/5Dz2cD8zY0Z/DbAwcSLw9df0b9HxSkiID1hoaSEqtz5LSnQ1Dn+ffTY5tGzzr6nhNZuHDnFHnX2GARDDhpEqfTRTFEK5WVcLWSYxMTMK9D33dMeoUd0NQdOqVcsweHApDh78BRRFgt8vY80aCmZef93oqHs89JtduhhLEsysoUHctdfBbk+ISOsTu1K43RV44onfIxD4NYDXAJASfTBIwWVWFs8S7t9PmVqRlq6qwJgxImAzGD4febHiZ0WTJPPgMDWVasrD0dz79eM0xC+/PGAamA4b5oTFEjBkoc48sw8cDh5xeDyUtYlWJy9JlDHftcvYvz4/f3coGFeUgaFz0Dt5TU1moAIgScUAJKiqeqKXtx2TJxdoam31lpZG5y0GI01NJIyoqn0B9IKqSli3bgvOO4+Xw3TpQkFXXh5lyPSBQ3GxC+vX9wZAxfmiI9jURM9hOB2Krl1pfrB7yubXCy/w8VmxogyXXHI05PTqA8P09MwQw8fhcGrKXfSBYntq21NSjDWyl1+uLQGRJOpoE048Dui4LLPdbh6YOBxOXHPNASw70Tjmiy+MSnqyTM+oSAtvbW07o4PRkPfsiZxdTkggUdj162lOXHqpkZYUbxu+SJaWRnuJ/vkzyzb27Rv9eB5P29pfipaSEn8f+kCAgoqxYwGXiwMcHWn6udS1K2dcmQWfemOdYtqr98B+WxyjpCTgiiuA994DfvEL8hNIqK8Zzc3n4Z57dmLGjOsNHXuYMT2ceMAqu53WvsREmqv66/rZz5x46SUam88/vwXAepAQ6Z/x/vv/CQkr68+HtX2OtSQj0vkBIouQo7RlZRxw8Pt9sFoHYfz4InTtmh0CtPv1Aw4ccBkSGUOHOsN2rMjJoXuTns5FIjdvLkIwGARQAeqyMhqqasVLL+Vj7Fg6z2jBfEsL+UuSRDpNzN/LzSU2FrNgMDrzREw87NuXGtJSmT59FvLynDEDC6IuhKoCZWX8R4PB7yMmYPSWnc1B6f37tcCCxULzwUyEWG/hGDI/dTsFLJzEpg9UIwXFYtkAAMyZMwd9+vTpsOx5W48RrZzhh2w92dYSkUjX0JHikpF+R3zP6/Xivffe6xD9jEi/OWGCE83N1Fv9/vv5d8L91MCBFECyFj5Tp3JgQcywWa3ktMRah3bkiLkj0KcPPxG7PYiCAi0vVxS9W716B372syY4HM7QcRgAEQzGBnTU12vpgoB5e8EBA4jKCWiDJlm2YOXKJQgGX4bF8iROO201jhzhu/26dVpgwWYjQKWsjMY2M5M7Z2ZCiYC23nnSpFRcd53RETKzjz5aCp/PA1VVAfB0dVkZiTmuXg28/TYBCw0N5FgcO0ZBR0kJUcitVq2Tr6oz8fzzdJxBg8I7qGYZtB49CAwKly3r1w+hlpNNTf1gsUwG8C2s1tYQkLJ/PxAIGCeY3oFvaaHzS0uLnp1LSzPvDnHRRWNCgbMkjUB+frbGEWRO3sGD5vdCVbfAYrHg6qvvREpKV+TlFWDSpMj3rWtXCoxFh7G2FnC5ikCq+ETRcbm+x5Qpo0OfYeUQlZX0DIogQXGxCzfddD58Ph5xs1pn1gVhoFl1yQnr3x/YulUbbDscTowcuRGbNikAZKjqOHz99dOheSnOGbOyiPJyPg56Ebn2KPJ36WIMCBMSXMjK6ouqql7o0QN4+GHqBmFmgUDHZpkZldpsXZw1ayD+9S/j+V5zzUGkpLyL/PxzMGoUHyf2ubZ0vGHWo4dWTC+c3XcfBfFnnGFeDsIC1I6w9HRad1j2VZbpWsNlkiNZQwN9P5YAIJK1BdxqbCSQjAV11dXxd6aI1xhoarYuMdAzEOBlaUw/pCOM0e5F8dt580hUOCmJsu6PP/4VNm++Faq6HX4/8P77L4UN5oPB+MfdZuNaBlZr+FIy2ruKAQwEAQsHT4hYGtlUAIGt48e3HzxjjCXO8joUYtuVlYklP0nw+T7E+vVagHHoUGNZ0KZNRcjOdmL0aHOAkIFqrOxN/H3yWe6FonyGYFDG/v3Aa68Bc+dqPw+QX+TxcDYA80+qq6m7A7NrrtGubbW1NCcizbNRo2iPCgaBI0eSUVLyPuz2RkyfPgs2W2xlGewcmZWXA14vy1rUw2qtjpiA0duQIXxtfPppuv/suuJh5P6vAgvtJKedsh/KWFD84IMPYvLkyXDpJKNZ5t9isYSy6vPmzWsXqBDp92I1/XmZsSecTme7zjVWMwuiY7Fw19BRYxTtd8T3ZFmGoihYs2YNbr/99nYDGtHuzzffALNm8cxely7h6/hkGbjzTnIur7lGW39rRhWNRqcDiGam76leXU2va9XQLYbsheio7dkzEr/9rQOzZtUb2iJaLFzPIJIdO2YMIozAQi2uvHJnKFhjQdNNNz2CGTOuRzAYgKIEoSibMH36M7jxRv5Nfb10QgJRV30+CgQBcjC2bYNpb3pF0bYUmzv3AlNn2+vViqAxZ0QNvfg9AO3NOXyYzsPno2vOzKTNubSU2nkmJvIgxuFwYvbsefD5OMvFLHPKAjOz7HdmJv3X1GR8DwDsdt4mYP36MfD7P0VKyn48/fTnoWsOFxSJGROAHJaMDJq30YQAw2Wnp051QJJo/FR1IDZs+AqrVi0zMClWrQp35C0AVKSmdsWsWfMwerQzaqYwNZVnfAC6/0lJwLBhBZBlLgaRkWGMjCWJACH9fKa50AesZWBychO6d+e1oGeeadT1EK17d3KwmMMUCJDzeNZZ4yFJbHJaYbdP13yPzZn6erdhzERWAQtcWTasPUG9/rvFxS7ceutkVFcPh812CebP3xgWVADIkW5P4G5mBw+68NprC1BcrN1LunYFzj3X+Pk337wYL774f7j11sma79TWEsDZHkYHy+5Go+vm5FCAaHZ+AM2d9nbMYMY6Q7CMNWu9Gs6Ki11YssQ4noEAHWPixLZpI4jWljH2+3mWs1cvrvXRmcao+ps2FRmeMYCCQbud79WBQORnPR6zWGht0O/5bL0dMAC45RYZdvteSCcWPlVVNecnWiAQP6hot1MXE1a2lJFh3iKZxJMTIMs1kOUjsFptJ1jARlE/VaVr64h1gK1HzGeYOXNK6L21f7XimgAAIABJREFUa4Gyst/Aas2AJD0HkanJbNgwDgqw8x0xogA9e4bv6sGYl+IcFn2Wl156BPfcwx2rzZs5QMTW+NJS6rCzYQNnUtbW0hy/4Ybm0Hzq3h245BLt7zO2QiTfKyVFZC3IUNWC0LywWuk3I3WLYSb+xo4d/N+9ex/Hiy+uCfkNDOyIZLNn8zE7cAB4803+HhNLjsW//V8thTgFLPxELFxQ7HK5sGDBAgBAYWEhHnnkkQ4Ra2xrEK43xkjoqPNqj8UCcphZuGvoqDGK9jvie1OmTAmBC539m2438Le/aQO0sWMjswwuvJDo83/4gxYMOH7cuFhHa7Pj91Odc9euPKuwaxf1tr7oIm3dnlm2R68DAXTB7t3peOEF89+LdD6KQgG1vk5R25VgMWS5BxobP9R8hgVNhLDzTX/MmAJceSW/tt27gQ0bvgk5wnY7ZQZycni22O2mgJDVxouO88GDHCnv1s18TAIBhJT5AdoAhw/nzojNZscVV/wO3boZt4aqKn4OXbqw1k8EAJgFeHv28H8nJRmV4MLRMwEakyFDwmcjGhqMIF5DQzeo6oTQ36LwnsOxCZMnl+PBB43dKeJpN8fqdFmGpqqK5gBRxxkSIOHll49gxQo/ZLlL6H4nJl6KrVvDHflIyHH1+2PrdNCtGwlKMoYQq2UfPtyJadO49ojVanRCGWilv+78/AJYLLy2eeBA8nyY/kS0IMpqJTYJm1+NjeRgORxOTJ/O09nHjpm3CCFxMDtkeTJUdQl27rxeo9vAdFJYzXB7xQBF4wBbHRTlE+za9XnE7/t8HZeJB2gvnzt3Ml555UHcfPNkQzB8223G7wSDu09ocnhDARhjK8Ta8jSSsV737bWOaMcI8PH2eLjmSbisH8vMv/CCcTw9HmIqdEQZi93OxWarq6Pva4EArSMsaO/Wjca5I4Ubw50ndU7SBp/5+QXweun3J0zgHVJUNb6OK9EsJ4cHW2aADw+ob4TNlhA2mAdorNvCVhKvp3dvc2CBncfNN/8Fr7yyHosXr8NNNz1iypxgNfvt1Q8BaA5ZLLSvOhxO3HzztZr3P/jgNGRmHoaqmpfiDhumBQVeeKEQgwY5Y1qjGMDPfDTmszgcTg1geOgQD+J9Pvr8nj38uWR6D2438NprR1BayhDFAKZMWWV6z3r3jp7hHz+e/1uSpobmBWOdxBKge718v9i5k79+wQX9Q/dVVcnnMCtvrazkv9OrFzBjxuHQe+++y8eF3cedO6MDFP+rwMKpUoifiMXaUaGj2g12pHBiZ7XkbMt5tFWzwewaOkNcMtJYOZ1OzJ8/H+vXrzf8ZntKMsL95qpVRqcylt7SzBISKHBpaiJHoKGB0yxlmRbwSDTU0lJywkSndMkS7jh/9BF/fdAgY91ot25ASoofTU1adbq33iLkXJ9FF6l8emtpMVf/FRkLknQQNlv4VkXhaoEHD+Y9mm+//QkoynKDOn4wSPfC7SYHraYGOHLEhVtu4ZTWmTO/A2szmZ9vHnQdP04BR3k5bYSqCgwYYDwvi4U2S9E2bPgOkycPD2VpSktpvCdMoOvVX9euXV4A5Em8/vqv4XQ+rXHMzJSqRUtPpyxHU5MxAD7nnMH44APjd3bvBsaMoesSGSA33TTWNPvM5lc8gU9mJg8gzjiDzu/IEdIsYCwaVX0GwSAwYMBvcOGFLvTtOxV//jOvP3c4arFjx1Go6gjI8rO4/HLeoaKhIbYMGANfqqtpLNl4JicDQ4bkhrQcysuN32VlAGIfd3b/pkz5G/77X3p97Fg6EZ8v9uylKOLIRM38fuCyy3qHnlmRWSMa6VUcgctFC8O6dfw9q5XTeaPNnVgsIUH7jOi1HqJRY4PBjg0GGVAt6rGIz1RuLnU5WLyYfeOl0HfFtrasHWhHBPPp6bTWtNc6Cliw2Yg2XVLCQabqavPP6mnhIo29o9kmaWkUNMsy7XORrrepic6dBaOpqXS/2lPWE6v17g1MneqE3V6IPXv43HK7aR+y2QgYZKBwRwILaWm03n7xhQvz5hlLMdgaFK5LkmjBYPvPrVs32icYQJybCw3TUPzdcGU2HaHRIRpbKxMSOHAmguvl5eEXHObPiOdeXR1bq1BJos/5fMa5m5FB51JfT35QRQUv00xLo/NlDJDDh+lYjY1AcbGYsr8f//73Qvj9cwy6GX36EBMzklDs+PFUkgkAqvpb/PWvo+BwcEpsNJFZgMaR7XfhOmkEAuRr6BkUwSD5Z83NvGvHihUXACgB0BUVFSQQzu5B1640p44fj6xR8/33wKef7sSRI18B+BmmTYtAkfsJ2Slg4SdiZkFxpI4KHfV7y5hi1P+IdSTI0Rnikm35TTNhx/ZqLwDAypXav+++mxgJ8ZhIZ3e7ObCQkEBBeVISOYr6INjrpeBE34Zw717z3+nefbtp3ejpp9tMg5hXXwUee4z/bbFErtVrbTUP1JngEQBMnToev/xlZE0Ds1rgsWNpgwGAQOBsAP8xrec8fpyXD/TqBXz6qdZx3riR74b6NnAAQlmpwYMp2GxuJselpcV4Xr/8JfDZZ27U1fHobevWg7jwQgIWiot5W8klSywAJASDAVgsQzFp0mfo168JbjcLpL0IBo3dKWKh//bvD3z7rfFzZ589BklJAbS2arcw5jB89x0Hfbp0Ca9E3doavfWZ3rp1o8DGaqW5m5xMdMi8PK3wHwAcPFiAn/+8APffXy0AXOW47rqjSEoKYt26l3H++fk444y5oe9E604hmt1OlGoGLqSm0jMlBk1mwIJI3y0uduGGG95AIHAlrNbHMGjQ66HPMXYHO3YsJlLoJYme4YYGLVPk6FECLr/8Erj6au7c1dUhBCroLTubB2MdUbcvy9re8eGAv0hm1lGjrSYC1VyPJaBZz2bPpudm794qfPvtnxEIyJAkGffe+6xGAT7eOR3OUlPbVwfs89Hz0ZHt1Hr3puctNZWc/XDCiZGAoo4szwAowCotpaxxeTnvWGFmPp9W7E2WqT7+hzBJImB60CAnJk7UanKwOvfu3SnbmpTUsV0qUlJoX/riC+2+tWrVMqxatcww380U+v1+Cub1CYe2WGIirU01NTSnGhvjX1P8fqOP0h5LTqa1koGe48ZRGYTRKgC8CGA+ACA7uxWJieZIS6wATHo6zV39uEoS6eowP+rAAQr0DxygxBCbI5JE4MKxYzT3VTVXOMrXCAaDGt2MESOcIfHmUaOoE1FGhvlzM2KEFmS5++58/OlPwIwZ9CzH0oWhuZn2yRUrqJ2weGxmPh/ti01NCHW/6NaN/t2tG9eWINCyGcAnYC053323BA88wGli0dpzqyrw6qv78M9/jgAwAitXvo3164MnRRK2vXYKWPgJGQuKWflDZmZmp7djXLp0KXw+H5YuXfqjlzKcjPZjsDH0v6kXdpw7dy4URYlLoFLPeGht1QZJ770Xm8q23jIzKZsLELDAhN9SUmiR/uYbameozx6xoFBfdqGqLQC0qH2PHkBV1cem2an+/c2zo3qAwm43p78xq683LwERSyF+85vL2+QgjhsnChxdA1l+FVbrPo0jLEk0fuEyrJJkRVlZrvCe8XdaWykrw/QQjh6lDd0MrOnbF1i4cC/mzNmAYPAOAEB6+hkhx2v5cu4c8jaJKhTlGRQW6gs6v4PNJpvWp0ZzDjMyeM2+OP6SBAwYYNVkHgBOcfz0U/7aeeeFzwZ6PPFnvlNSaCwHDaJzSk2lwMlYekP28cfAtm2idzcLK1emYPjwcZg61RjAMq2EWC0jg+4la33YpYs2cNF3PtDbunXfIhB4GoAVgcAgHDzIB4uBASyTE4tJEjnq+/fTdeTmkvOelkbnVVlJgcxDD9Hn9+yh9UWSYLifoontYjuKpp2aSsAam1vxigB2ZODldDqxYkUh3n67CI2NJVi+/GXDemazkXgakIXi4v+YgiDxlPZEs8TE9pWb1NaG1+Rpq7EOM0lJFNiFq6+OBhR1dDZelmmuJycTUBwO3GHZ4R/L9Cwbr5cDkgCtH127duz4ABzUuOyyAjz1lB1+PwfQAgGu8RNOJBGggK+1ldbbjgD1+vXj90xssRurdXS5yN69Lnz2WRHOOqsAADBgwAacdtoMnH32QDzwAO+EBMyFJH2ClJQr4PEMx223hT+JWAGY9HStbpVoAwZogYWzzqJ5c+yY1nez2TjQ0tQkTnLKwIi6GYMHO5GSQvOiRw/yRbZvNxdytFqBggJoNIreeIOABbud9pdoIqzNzSQ0W1LCX8vN1Z4/K8/MyqK9qEcPOraiELOCAQvUYlpGMLgSDFj4+mutg2i1musssPWqpQX4/vsSAJSAUZRKFBUd+p+IsU4BCz8x66zstJlF6+jwU7OO7OBwMpmY6ZIkCcFgUKPBEE+rUgZG1NQ4Q/WHVDPtwoIFxF4RqWyBAG0u2dnmwZsYtOl7r6emUmBnhuoeO2Z0jhUFqKw0evITJ2rbHIrZqXB012PHtMFqNGDh+HHjBq2q2lIIMfAxM0XRUg0Z9XPkyPOQlTUeVVUA0A2JiV/i0Ue/h8PBa92tVsrmisG12Crygw82wedjgnut6N/f6GgEAjwj06sXofc5ORQAimrdog0fnhtC92WZo/H6bhfEWLBAUQoMx+jRowaPPWbO5IhG/7VYiLWw74REA2v1CZhT8ysq6LpWr+avXXCB+bFVla47Xkp0cjLN3dxcfo7Z2eHv/9NPA14vm8x1AD5HUZGCdetWwm5PMNTuxitKyPQuJInGMyFB62RVVJiX8TBTlOngrkBu6HkUrxGIj6rdvTtlhfr2pfNjzlSfPqJzTFZSQg4ta+UZzvQdBzqCXp+aSs92W0saOhJYAICJE51QVSeOHXPho4+WGtYzfbmXmVq+1dpxJRriGJsp6Eeymhp6JjqSKg5Q8DJ0KGdbRTJxjNjYjR5dgN69nR1WngFQcJmTQ/MpIYHmsdl4eb103h09b+KxpCRtR4TWVuM96tu38xTrnU4nPvmkEEuXFqHp/7H35vFtVWf+/+dosSTvW2IndkIS4uxWQhIWhSWGUAoNBUrpDL8v01DSshVmSst3KJR2Wl6Uwo+Wls7QBigDJNOUpS2UFEpLyGCgIEriBBzIRghkJ4sT77bW8/3j8dG9urqSN11Jdp736+WXZflKOro6uuecz3mez9NJApoSFYQQKdOQIhGaU6hd8eGiTA3DYRpXBtPH1bHp+q75/X587Ws0D/uf/9GiAJ3OO1Fb+yDOPVfgvfeWYOfOhxCN/glOZx5++ctOzJxpMz0XyqtnIJW3ALpmu1w0JzN+N/SiufJRKCkhocdsXAmHtRQqISQuu+xivPjiY4hGw3FeQvoIkXHj6Ll7e0kEiEbjx7Hbb6d+qSpNffIJjW3l5ZR20N+mzr598aICkCh6hsP0Ha6qop9IhIwppaTv90cf0e1Zs3y47bZf4f77v49IJATAicOHx8eVRU8mLGzfTu+tvBwoKpoRu99uP4aGhgtTv4kRAgsLIwzjYr+lpSVtvgpG0u0hkM2F/VBLTY4E9OkRFRUVuOWWWwb1mZkJSDt3audm1qz9uP76hr7aysCaNU/gkUdeg9frQ2srLRYOHzZXmvXCglmursOR6Pzf20vKsPH5Dh8GIpHES9aiRcl3p845B3jsMTrOZvs9otGzAIxDJAI89NAKnHfevNhOoCqluG9ffE1qKSliwRjyePy4ZtRVWNh/DnprK00sx40zlvy6G9/97jt44AEvurqA7u4i7NlzKhYt0h7rdtMCyFgq0ev1oampEeGwNlPt6XkJmzfXJCw69LsrZWXaTk1xcWJupWpfMLgUwD8BiF8QGs83ALz00g788Y+J7/v88+vg9ZrXUhvIYvXkk6mtO3bQOVDnOdkOxaOPan2tuDiIhQvzYu9J3z/a2+l5B7vj5HRSm/T9Ydy4+LQYPfHC2VsAVIRH1HR3TsrBCwtqoaBKqZWUaKVflamcWSlAANi50zzUYtas+En2YISF4mI6P8rzQbVv4kTzncG33iJhIVXEgloEKJEiHTnpNTU0QR1o6Vsj6UyFAOhzj0aBqiof7rtvHXbu1PprsjKBenp66JwPJ8pAj9NJbQoEKEy6trb/8xSJaNeq2bPT1xY9qi8P9Pwbz91//uc62GzpG/+Li7WKAy4XLdK6uzVRTZ0DFTWWTWw2WjwFAlrKknFcsbqN557rQyjkw969moBms9lxySXLE3Lw9UhJbevoGNr3NRkOB40nHR3m0T7GsQPQDGTTlebT2GgeBRgKBXD//RSF6nTm4bbbHkRb2939pmsFAoNL08jLo5TBd96hc6F/X2bCghKxzTh6VLtOl5cL3HnnQ/jiF6+KO4fHj8efayEoCtDvN68I5fEAy5dTZQpVavqdd4DLLqP5WSCQvD2hkHlK4OTJOwBoZltqDFXVMpxOGpeUYbX63hw6BHz+89ehrq4eP/jBfuzfPwkA8MQTn+K22+i2mbDQ2UnjTTSqKntpX7TvfGcZfL4UtZxHECwsjDCsMAxMRjo9BLK9sM/F6It0Ci369Ij6+vpBPa9Zn/pfnSG6x/MqwmHNvlYthmbN8sFmo8ljby9NpPLz4wfhYLAGAO10GyMWALpwG2siJ4scMKrNAA2GyjHYbAdv1iyql/3iixvwwQe3AHgaAK1QVq9+Ab///a2xCbqUVMqxp4fUbzUZ7O2lybJxR18frVBT0/8EWrmBS5loLNbS8hKuv96Ln/+cjt28Gbjyyvj3aTZwvvUWEApdAUC/1fsamppqTScdSjwoLNR8B0pL6b3ohQXNIV876UaTNOP53rLFvK8tXpwoKqjJ9kAW0ELQpKK2lnaq8vPp94IF72HNGi+ouFELAFKxnn9ee2xX18PYsoUiP4yLsupqHyZN6v/1zTjZMP57PDQRO/10mvQIQbsh+rJWAGC3/wNSUlUXm82WdHduMAtWh0PLP1X9o6SEdlxUxYh9++gYY757Zyfw7rtRmBWIMu7mDGYhb7eTkVVpKd0uKaH+m6xSwVtvkddCfCWP42hu1sJJlLCgTF/TsetbUEAGmFu2pK6lDtBEsKiIrgOq3F063OD1OJ00qa6sBOx2H84+W/tO6a8ZwWAvXnppVcJ3vLc3eUrOUCktpXS2ykp6/lRpFipda/Jk8hxJp7eCGaoPqOijZK+nP3ehUBBbtzYCSN/4b7fHn5faWgrrDodpfFNmjekwHU0HZWXx+fTGz9QKMcgIlcYdvK9JRQVFUabb7HLcOPNKOckEvZ6e/qMUB4OahwUCQdjtFLEQjYZBkQuRmBDd1tZi6j9hpLd38P4PFRU099m6NV5c0I93amGc6tqn34RQaXlqvtDaSpsskUjiuR4zhq4dU6YAb7+tzRP0c0qfzxcTFvx+EhakpO9Zsj4RDBoj5aIQ4it4/PGXcdpp61BV5YttVBifY/JkTcgsL6dzU1FB322v14cLLtiJJ56g/z/7bAQXXODHvHk+U2Fh2zZNkDlwIH6ue8YZo0NUAFhYGHFk2jAwXR4C6VjYD2chnklBZiBYKbQM9jMz61Nr11LI1i9/CSxYMA1r1jhjEQtqMdTWRgOO202LiA0bgJ07tUHYbrcjGv0alHv5zp2HAcTP3vPyNEOejg7NbdhsgNALC0VFNABeckn/+cRf/jJQVxfCjTceRzC4C1KeDQCQchLC4VdjO8bKBEhKGohUG8zCbSMR4OWXtb/NJhjhMIkpUtKOVlGRVhrJzFhMvwOjL4cE0CBuLB/5zjtU1pNy9LSKAw7H21iw4Ndxx6oBWn9e1cSgtDQxt1K1LxQ6GCuZRKkayXnrrSMAEsMIjNU3AK004mAmsKWltIhWbtQHDrwMIa6ClCWw2aoRjT5neEQPpPwpmpq+CQBxQs477zTi6qsHVoprIKjz+u//Dvz2t1SZYurUeHGI/v9P6OjwoKSkAm1tLXGT6bY2Oi9qp2QwqHxudT4LC2nyrUxBf/ELSnmprgZWrtQmnE8/vQORiMkHBK12uFpED3aRqA+vLi8nc7tkPi2bNlHurhIfPZ4wtmy5FcDjsWN6ej4EMBvd3fq65sNnwgSKhkmVLhKJ0ES9p4cmv+GwNeUBbTYSp3p6tPQfBZUCtfftaEqsWfNEwu5uNDrw6h0DpbiYrvE1NfQZFRbSZ6l8DvREo5QLnc40g1QoA07lI6LEJyPG6+155zVY2i4VARAMkph27Jj2ncumv4KirIzEImUGnKnPS4/HQ9+pZL4mZlECAH3expLB6SDZOUhWXSQY7D+vfzD4fD689NI6rFrViHPOaYi9dkdHK373u18gGkXKNBEj0ejQvFaUMLljh/b+9u71w+PxoqenAL29tCiurU3+HPq5gt7vB9B8Ucw2Fmw2bcNDVWfYvj1e2LnzzrcBzANAHl2qDxsrMBw4oBkZB4PABx/sBqAGoF9CyucQidixfn0jLrzQF9vgMs498/K0dpaV0dg8frwWueF0Pg/gGwDKAJyMJ598EcuXAxs2NGLq1AYsXkx9t6uLKqLs2kV9ur6eRBZFugx3cwEWFkYIxkV1tnfbB4pq91CMJvXvGcCwFuLZqOCQilWrVqG3txdSypyIoDDrU1Om0MJ9zBgfHnmkES+9FO+xoM8nUzXl9YOwlFFIuSv2fFu22BNyGFUKgpQkZKgLrdnkSx9qftVVwDe+MfD3p0L3H3kkGFO7hZgWN1CPGUNtO3JEiw44eJAGEGPY5S9+EV+O0biDDdDu3axZalCj6g+trXS/WeqGKjMVCFAEQUsLsH+/+eQK0Bs+ang8XXjooV8nHKvCNs0W8mapAKp969e/jocflpBS4NgxoKnpHTidMqFNzc1+vPNOBcyEBbOFTkeHueCQCrudJjPHj9N7mTOnAXl5dyMcDsJud6OurhUffqht0QjxCJzOltjnq19YzJjRMORoBTOcTpoUTZwIfP/72v11dfELxEsumYO8PHM3u2AQ8HppEjPYHcOysvic6OJimnyrspGqfNz+/SQskCAFrFuXvJC2SgcaTJWKZJSU0PcoWcRCOAz86lfa3xUVe7F/vz/umAcfvAJ1dY9j8mRfQuj2cLDZaFLX3p58Ih4I0PWhvJw+T7c7/Qt4Pco0UX+99Hp9uOSS5XjuuUf6jFLDCWk06cz5VpSXk4irF0aV+a7+2mEmXmaCceOobXv2aFFzRmbO9OFXv1qHDRsaMWNGAz73OWvHWpeLRLzycvpu/v3vdO1XFVOyjfrcurv7j9SxCrc7MdxdYRYlMGeOb0ii60BJFgGVqrpIukWis8/2IRDwxQkWN964BJFIBDabDbfe+uCAojq6u6ltQy2pWlWlmTqrzyIQeAXAWQD6Fxb00QFm/ausjMTAVNcKVbLRKOx89tnLGDt2Hg4fpmvQ9u0k4h8+rM0purooYshup1TZYBDYubMFmrDwaczPY+7cBhQX03MVFKROsSkupmthaamW6nHGGWfhscd+i2j0XwEAf//7RPzjH+fGKpwsXLgOZ5/tw9q1fnzve/F9+vhx7bPM1vfQClhYGAFkO41gqAzHaNL42KuvvnrYEQ/6xXO2/B78fj9WrVqF//7v/44ZFjkcjqxHUPSHcVdBmYSpibjbTQPzvHnxpn5Srkc43AmgEK2tFdi1K34RribPvb2kOHs88S7tevQRC0MxBPN6ffjiF7X8vEmTluIHP9Del34xFwjQruGmTTSYGJ2Df/977e+FC4F/+Zf411JhuWqH1u3WlPsDB2jQN55Tp5PCst9/n/5+8cVtePRR85zqcDi+ZJLirLMKMHduYn8OBJIPXMkWIqp9Tz8dwPHjNAO46aarIcTuhDJ4b7/th5TfSXiOc89NPC9qATKUPN4pU+jxhw9TyTS9OFNXV4p//VdKZykqCuGKKwTOPls7Z/pjq6vTuzgVgr4LShxSfOELW/HLX87sO6YR27a5TCeGKk1m3LihhSGXl8cv/t3u5GZWzz4bwTe/aYcQwL595lt/dru2gxIMDj98Wy1kUoUOv/mmdtvrzcPhw3sQDH4GoBrAUYTDn+DttxuxeLEv7SkIY8eah0ErlDdKbS0JC+kQW1Kh+pM+cgogUdfM1BGga3JeXvoXXuXl9KMit7q76VwcP07XSPXZhkKan0YmmdHnf+ZwkHO92fXs2DFg/HgfvvAFH049NTOL+/p6LQKmqoq+4+mukDFU8vOpnwSDyaM8rMbjSW4QaRYlMH26z9LvXLLvjdkmQCBA3890i2gOBz3nkSP0GWkpiVEAAm1tLaaPM0Z3dHRQ5NNQr5N6g0/VBkCbgDU17cRpp01N+vhkwoKaF9XVkaiUKp2ttJQ2k4zCzsKFDdi+HVi3jo7bvZsi2FTJZYeDUttUlN0bb9Bvm00L+bTb9+Oyy67H0qXLMHmyDxUVmmCaivx8EjH0KQxerw9LlqzVGUaf03e+JEKhIF57rRFnn+1LKA/e1NSIY8dYWGCyRC76AwyE4RhNGh8LIG2pDNkSatTrqkgFgFyQr7nmGgDAvffemxPRFEp0oZJH5m3p6oqvKw/Q4sNuTzT1+8lP9mDnTtr+fOCBN3DDDc6ExdXx4zTo5OcnX+ju3avdTrbz2R96ld1unw6vN/EY5ZStDHyMO/q7d2u106uqaKfVGEJtjBBQ7c3PT14eDaCJpxIW3nrrWMJABNBA73Zfip6eWQmPNyszqdqTbIfV6aQBNZn5UV7eUQCkAoTDYyHER3Flo7xeH0pKNDdjId7HOedUo62tCtdfrz1PZyftCoTDtBs+lBx51T6Ph86jUZx5+GFKEZk61Ynq6m/FPVYd291tTfhvQQHtSrpc2kTv4ME9EKIaUp4OIe5EU9MVpsJCdzf1paEuyvThmgC9twkT6HM17goGAnY88cQOzJ07DT09NAUoKmpFR4cW7aEX9kKh4e/Oq++QUTCsrOxFb68dnZ3arN5uB666qgZXXPEqVq78Ld54oxpC/A+cThvq6xvSWjdeUVyMWMqPGaqnUIL7AAAgAElEQVSiistFvw8dsiYVwtimlpb472SqEoqBgPVRFDYbvU5lJU2E16/XoisGMjG3kspK6l+qgo/6fHp76bzMm0fjTDIT03SjHxO8Xm08yQWcTjI2djgyLwQp3O7kwoJZlEAoNHjPgMHgdCZGCSmM40x399DKbw+E006jhet776WOllAYozt++tN1WLTINywx2GbT5gSqDYGAZir15JO/xZlnfj5p9ESyVAg1LyovpwV6KhFUzZXMrnmvvaYdp0p+S6lVqTh6VFuoKzGqt1fbHfrBD36Aiy+mnIuWFro+uFzavK4/jHOXK6/8HNaubQNQAqACDsckSLkHDkceFi1qQG8vUFcX/1nOmXNezNhZzcFGCywsjAByzR9goAyn3cbHLlu2DMuWLUtLlEEmhBqziAj1unpRwe1245RTTkm70DHUiAyj6HLPPeswZoz5Drgxd66yklIHjIPw179OBooA8O67JXj/fV+Co7mZsaOejo74VAhjxEI4TAuDvDwavFQooHHBr3/cvn3mk4i8PHq9ZAZFu7TsDtTVmedlB4OJ5wfovwJBfb12u7t7dtxAVFJSEZtAAKUABi4sSJl6IVRZSWHyZsJCba07tgNht58Em219XNkoAAgGtbYsXlyFn/0s8c339FD+pAo9Hw7JdoocDqqxnYquLvPUleFSVEQTKv1Ez263w+EQCefLSG9vencs1G7NSSfFp4connsOcfmdX/hCKaTU0nv0aUZDKclpxOmkNoXDgN0eRSRCX6xjx34L4H0A/xU79sYbVQ61Dw884OsTaRqwYMGPMG5cessEKgoK6Hwl+87rK6rU1NC1w+qSgSUlmlmplJookywnPdk1J12oxcbRo/S7oIB8Xz79lPputoUFux2YP5/Gkp07tetdRwct7AsLs9e+dFYwSBdWpRQMlFQpX2aLyePHrY8Sys+nftzfd9uskka6UCa7FHXWv7mlMbpj48ZGLF8+/Plsebk2n1uxYh3uumsTdu+m/0Wj1QlpWHqSCQu9vZrRdX+piOp6SxWNfLjmGu219NGOykTbbidBRkXTKpRYpAQIAFi8eG7sdjSqlYsdaIlVY9+dO9eHurr2WNrjzTe/hFDoTzj55Aaccgr1XaNRaUXF6bHHl5ZmT+Czghy83DFGcs0fYKAMp93JHpuO9261UJMsIkL/una7HcuXL4+JJekUOoYTkWFsS3NzI845J/GxUiLB+K6w0Hw3/swzAbs9hEjECWAuAoF/inM0F0Lb6U3Ggw/uRShEqsCUKYkTROUyXFFBu1ITJlCEQ1lZ/CShpIQWgB0dNMi1tCQucpWwoMpxGfn4Y+12Mgf2YDDx/ADmudN69KGye/eW4Ne/XoeNG2kg0k8ggIt0j/oTnM6LcPHFrgSDR4DOS3/CQkVFooGjYtq0CjQ10e3LL78HF110U8JER+XwA4DPZ74lKKW54dtQSNVXkpl+6UmXaaOeggI61/rPSQjgssuuRXX1xH5dz9OZr6tC6Z3OLQAWJfz/6NHJ+MtfqP42QIZ7kydTNE5+vmY62dNDk5507M6XltLEb8mSF/DKK18C0IFo9C4AnwH4EoDzUFf3IZYti3dm1C+kjxyxJoxdiV0HD9K5GztW+35KSf9X56CsjHa4rF6YKUGhpYV+69tkRjoiS/qjrIyEOXUupk2jhXxPj1YDPptUVNDP3r3UHpuNztloMkYbLagKSckwS7+0WhgqKOg/RF+VprViDFEIQXOYXbuSC4kAjXWffbYHdrsDQpC549KlDWkRYEpKtPRTr9eHiy8uj/ngCDERCxbMTfpYvbCgF8wHE3WixPGiIq26kUKfUvfRRxQp4HbT+NDdndhPjh/Xyj57PGEUFcUvfVWlhoGmtths1Ef0ZYrnzSuOCQvh8Excc83MWHrGwYM079F/lnqDbisjcbIBCws5jn7neaBpBJloy0AXqsMxmrTKpNJqoSaVUHD11VcDAJYtWxb3uukUOoYjVBhFF683sS2dnTRRM16ECwrogqsWzT09Wnj9qae24p13lCPR4/jTny7H0qV+eL2+mIFjsh2Ad955Fy+8oFU9WLLkI+irIAD0mhMm0E7V9OkUau/xUGkk4/PW1lLJIAB48EEy29MvVlR71OLMiD5iIZmwoN/h1KN2/Yy504qqKk346OpKVOqpUoML0eikvnsCyMtbhhUr/mbqrQDQxH/atNQL+lQTEX0Objh8ErzekxImOsroCTB37A4E6H2lQ1QAtB0Do0CTrDSYQh1vxeJUfZ7G8NVUddkBmnh4POk7N4rCQsDnK8N77+nv3QygHoAzliJRVASccgpNkPQGigB9183ShYZCWRlN/K68shqNjbMQDh+C3d4JwI5I5AtwOE7C7bc/mTRcXLl/W7WgnzCBzkVbG3331Hdf9V3VrsJCWrxabVLodlPfKCmhnyNH+o8csdo7oKSErl3qO6cMVbdvp++W1VEcA6WyUouCq6rKnXYxGgP5HqvKSgqrP8f8/MRFrJHWVopUtDoKZcyYxMoweoyRcZdddi0WLVqGpUvTM581pm2eeqo2sNfWLobXaz5pCIfjS1PrjSiTzYvMEIIiOMvLqRyxfhHf0bEJwCkAgG3bjqO5eQvmzPGhpYUiEIzRf2+8ocY9oLd3C5qbuxIqjQwW5RGi2jRVZznxt799iPnz21Fb60NXF0V5Ga/d+n5mpUiVDVhYyGFyybTx0Ucfxc0334xIJAKXy5V1A8nhmi9aWVnDLCLC+FkuW7Ys7jHJBId0vf5A0YsuZ53VgK4u83xws3JvDgftmCkxob2d8hD37gXuuWcMLr98L9raJgCwIRL5TiyULi+PLrLJJhqrV3eBSvkAwA44HM8BuD3huClTSPlVObQVFeYD8+LFmrDw17/SZFzv5G+304ChDz/Wo49YSBVSn2ySX1FBodRmg5kQQFVVOzo6aOtx1674OtArVqzDX/6yHX/4A91XXt6On/3sb0kXrsePa6UHU+Hx0PnXD5QK/WPNohp6ehALkbTZ4gdYRWen+f1DJVnYarLSYL29dL6DQTofgy2dOBDU55kqD96M3l5ratsXFACXXjoTb755HNu352Pp0jfx5z9vRyRSH3dcQ0PySbKU6Qv5LSykSZ/X68PDD/93nA/LQM5VsiigdDFmDP0cPUreAUpY6OqKT6ESgoQYK/qQHrebvpczZtB19dAh8++n8TFWUlGRGBVRUqL5U2S6IkQyVPRJNKpVN2Fyiw0b/HjmGSqtaPzed3drkQNz5tB38OOPrRcWCgpSh8OrHPyhGA8PluLixF1xPcbIuLFjJ2LevPSliikfI4U+paG9PflOxJEj2vWguJjmoIrBivpqLldeToKOuibv2bMWSlgAarF+/dPwen1JSwavX78TSliQ8lM0NX0YKzE+1Eo2BQUUTabeT51ur+ujj6K48cYl+OlP16GoiNplFMz1ghkLC0zGGMzOs5VVDvx+P2666SaE+664gUCg311wq9szGMElGxUgjELBvffea/pZ9ic4DIXhRmQo0SUU0px3FaEQXUiTLTaqqihqQEqahE6aRMJCSQlwxx1HcPvtaoZej/nzSUnweMwH6uZmPzZsaMS2bd+M3edwPIBTT/1a3HH6XWj9AkDtMhp3tZcto0nnCy/Q3y++CNx888DC0QIBzetBCJimHqjQ6WQDaHU1RVKY0dzsx65dWwEsBwD8/e+fwuebFPu/1+vDvn2+mLAwd+4YeL3mxbQPHyblfvbs/hdBQtCi6siRxPOgFxa2bSMRJhCg3yUl2ucNkJBk9r6j0fQvngsLSbzSTzaTmV21tGgRNVa5L7tc8aUBB1IWDKBzaUW+rkpNevLJsr4J1/mora3FQw/FH/f5z5s/Xokw6ZyoKoznZyDnSlVmsBpVq7y9nUSfsrLE0mpWiwoALSa8Xq0M7oQJlCesvp+9vbT4qqjIXKlHs3BhNdnPpYgFJWIJMfrCjEcDfr8fF120BIFAEE89lRhZ1tlJ4t3YsdoYnq6UrFS43anTM9raaIzLhIAmBI2vPT3mwoJxrJszpwEVFenL1VffdSVslJfTdS8SoUV+MrPnV17ZBoBKtXR0vIPmZjLrVhFnQzl35eVUnlJda04//Ww88shBAOMAOCDERDzxxL2YNasB8+cnjiXFxfNjt+32vbF5wXAq2RQUUJsU8ZtMMxAKAZs3N2L2bJ/p56ePWBht1ygWFnKYge48Wx3Z0NjYiKjOMttut6fcBbe6PatWrYpVVlCLdNVO40I601EfyYSCZJ+lVUaSVkVktLdTWH2ycOWyMprQdXfTcfoohCVL5sPjCfc50Zehujq+1KIerXayD8Adfcd0Y+lSV9wxtCPdgJkzfQmTfYeDJt3d3fGh/nl5tCjeuRP48EMaOH/0o7VYvrwwNrlRZZH0NDYC99+vqfHjx5svuoJBbRFrRqqdiKamRkipxRE2N7fCiD5qIFkkgmr/KacM3In85JNpwnDokCbUFBeTEOJyaSU4//pXOr66Gvjc5/xYubINAFWFUHWkjfTn8TAUiopIMNBjFi0QiWjRCjabdbsDSkwKhQYW5quOk9IaU7K8PGDrVj9efFE7F5dfPiNOWHC5qFyqGek2lFQl7vrbdU9GpnL47Xb6Xh06RN+fbE769Od/3Lj4735HB+3MHzqkRYtlwwDM4aDrfltb7ggLBQWap0uutInRUPMeFVn22muNmDOHysiqsauyUhu7hMhMNQ+zvqIExjFj6Bo01IpUQ0GlZpmNncaxbvx4X9q9RCortaoJ6jNRRs5HjiQKrgCwdu3HUMIC0ISmpl54vT60t5tvxAwEo3+X1+vD1Knt2LmT/v7Nb1YhEnnVNP2R0Ep4fOUrS+H1TgKQulpWf+Tnx1eRKCgAxozpxZEjbgBO2O1eLFzYgNZWc0GcUyGYrJBq51m/C2/V4lTR0NAAl8uFQCAAm82Ghx56KOXzW9kev9+Pxx9/PFZZweFwoKKiIql4YPW50bersbERe/bsMX29ZJ9lrlX80PerhQsTz1MkktoIS5VYjERoQm50550+3RHL+f744+Qu5k1NjQgGA1A79/TaK7Fmza/x8suP4dZbH8QDD9wSy6V/9NF1OPvsxPZWV5N4YFy4CQFcein9DwD+/vcqvPvuGXj4YRqUysriF+SdnSRG9PZq9yXzV1Dl2JJhs9GAvGdP4k71ggUNcDjuQShEf2/dOg/XXw8sWrQN0ejzWLCgAZ9+qr3PZCWvenrouQdT3qygAPD5aMIQDlMtaNXek06K91EAgKeeAv74xy8iGPxr7D4zYUHtCqQ7N76w0Dxs1bgbrsrNtbVpJU2toriYJqL9vdeODhJxVKSOFW167z0/7rgjud8EQKXNki3yg8H0LqopzYciaYY6kbI61F8xZQr95Ep5QIDOmV64khKYOZO+m0ePZtc4sapq4I7qmUAtgjIRss4MHjXvCQS0yDJlutfZSeN2NippKGGho0Obw6iopb176ZpgddSEnqKi1N8ro7Ftuq8B1dVUdUEtvquqNGHh0KFEYaG52Y/t27WLps32HhYsuAEAvY+hikNmZbrr6opjwkI4XAsp49Mf9Rw8qN2eP39S7HYoNPRzZiZCzZ7tRt8+JyZMWItp04rQ02N+rD4VgiMWmIxitvNs3BV/8MEHLV2cDja03srFcmNjIyJ9MqEQAtdccw1aWloSFvPq2IqKCssX7vrPg8rL0dfK+Hpmn2W2Kn6YpYcY+9Xf/rYOgNYelQaRandV7V61tGipCPrd+ZNPRpywsCjRsB4ALbCFmA0pr4jdF40+AoAGj//93z/G8gtDoSA++KAxrq2K4uLkoY0XXADcf38I4bATgBfh8Kw43wc9r74aLyoA8SaFUmo7Lb29/YdsV1eTf4Jxd9vr9eG++36EW2/V7mtqApqaKiDEf8DpdGLMmKMAaHaTLGKhp6d/XwUznE6KxOjqij9vkycnCgsAEAwejfs7mXGjFQPnQBeZvb20yxSN0mCebpNEPcqgsD/38p4emqQdP05RA1bsqr79trnfxLe/DfziF/RZ33RT8sdbEUlRVUUT9GT0V9EjU8JCLgkKCiFIRPjoI01kyM9XO2XZbVtZGQlRucT06ZldBDIDR817Vq9uRE1NAy64wIdPP6XrZm9vvOt/JnE6aZyIRGjOEgjQtXnePLpvqDvuQ6W/1AyFOibd12ujAKyPoNJXfujtpbnPhg2NkPKa2P3nnTc55nFUXDz0qh4uF50LfbSbfo4lxMmw2exJSzrrS03q+9ZwouBcLjrv+lTbSy9FTFjYtasI998P3H23+eP15Z45YoHJOsZd+JaWFssXp4MJrbdysWwULVSqgf4+YwTDgw8+iJaWFsvOjf7zAIBrr70WEydOjL1efx4PVhpJmpEsPcTYr15/vTEuaqGzk/J8+wu3raqiQUalErjdWm1hfR6aUpvNmDXLh6qqV3HwIKU+CPEWHI5tiEZp8DjvvC9j06Y3Y/mF557bYPo8qRaRhYXAKae0Yf16Ci+w2RYlDEpqobNmzdUAtBFp1qxWXHGFtlo+fpwGV5UH2l/OfEkJMHcu8P77NHEpKdHO6znnLNSljCjGQMpfIRi8Evv3a7PlVKkQwyk95/HQ5xeN0iJrICJFXl4EM2cmJp+rHZ90Y/xsky1KIxGaPCjBxMrFaVGRliqTjECA+si0aTQJSaeppZ4lSxrw4x8n+k1ceSW95rFj7+HNN19Gd3dy08R0izCp+mSqih4qX/5ED2sfP56EhbY2Estypfa5qlyRS+Rae5h4fD4fSkt92LOHxpfdu2mscDiyt4PrcNDiua6OFs7vvUeigttN0XyZFhzV4rU/AgEtXSHdr19cTJ+L2x0vLBw6RHO4hx+mceykk4CvfvViACosoQP//M9k4NPWRudxOCgPKDWGRKMfA6AJpZQT8aUvXWtagUnK+IgF46bPUMWYggLN90b5R519NnDbbZQyCwBvvJH88WzeyOQUZhEBmV6c9kemS0Xq7zN6MLS0tFhaqtNM7EgWBZDtahpA8vQQ4/tYvLgBXV3a40Khge2MVVXFTwzcbhIlXK54YUFfXcHIM88ABw/SKGazhXHXXQWoqXktbuE4dWo9mpoacfLJDaZpEADtQCTzMwCA006rxPr1dLuh4Q54vdqooxY6weB4SKn6TxhCTERxcT0OHPgRKivpdSMRCgv85BPgjDMGNgEZP54Wort2UbihSgsRAohGQ0i8PF9n+Psz7Nr1ielAmqxU5kBRXgRqxyZZyoVi9uxWXHttqekAKaU19cfz8jQzqffe8+Pf/s18USoETQIcDjrHVi7G9Avxnh7q88a+0NZGZbTKyujHCuNGgK6V//mf67BxYyNOP10TD+x2wOPx48c/TjxfSpyZN68BU6b40m5SZpyo6klW0QOga09hYe4spLOF201VIjZsyH6UAsMMF4+HFmceDy3ODh6kBXw20iAUCxZoRqj79mnjcjaimPSGwKno7Y03rk4nNTVUTtYoLHz4IfDooxEEg6Rm7N4N/PjHWsWhadMk5s3zobWV0pKG65ExdqxmnA0Ax4//A5qwUIfq6j2mAnlbG43FAM0DlDChTLaHE9U0fTqJHfrx7CtfAX7+c5pzdnWZj3XUfu02p0IwWSdb4fOpyGTlhWQpBSo6QO/BYLPZsGfPHvj9fsvalerzyJTHw2BIlqpifB8LF/qwbh1itYHz8ga2C+52x19IPR66uAPxwsK2bbQgnDcv/nx0dgKPP679fcMNDlx0Ecnd+nzC+nof6ut9cSV/zCgtped0OOj1Nm3SxAl9aOP27b1obvbHXkMtdKT8su7Z/gYpD+If/ziETZvejFvATppEA+hgDO+Kisj5vaUlXvw444x2vP56f9vFh03zCdXuxXAnZ+XlNFlob08dcfDjHwMXXph6ZLQi/UC5ZgeDgN9vvihVTtSqT1pdes7tpslKJEITB48n/twdO0YT6OpqOm769OFFlvTH6af7MH26L0HYMVvERyLAzTdrYsPDD8enQqWLsWPJX8T4nU1W0QMgYcHK8zSSmDCBcsD5fDAjHb3H0kknaSVfs4layLvd5EGTzXQahyP1xogi3X44esaOpfS1w4fjP5vXXgOA5CESCxYUIxKhsbC+fvjCjDGt9dxz62KVvYBTMHu2eWiHPlqhulr7fNU8aTjtcjopuuXDD7XxTAga45UXxdGjmhdFJEIGvAUFNIcF6PVZWGBygmxHKOiFBABZ25U3Chp6DwYAiEaj+M1vfoOVK1da2q5kn0eumTMCqYUQ/fsIhTTvgLPOogvgUBarqmQRQBfQkpIg2toopvkb35iF731vMy6/XFO6f/c7TYgYPx746lfjny8cJgVaeR6UlKRuV2kpLdzff9+P//t/lyAc1nZpJ03S3vvevQ7ceOOSmFigFjqBwGm6Z/sjAAEpowm7qi7X0EL+qQZ1fJjfN75RhQ0bQujqSu4CaLOtN80n7O5OTy5oaSkNmCUliTmv3/se8NJLwIUX0k8yVCqFVekHxcUU7VFfb74o7e2NjwhIt4GkEZuN2tTSQpMw/a6EimA45RStv1ptLldUpE1g9Jgt4l9/vTHOt2TLlkZYISwUFSFmTqrKhbrd8S7n8+c3YNo0H3p6SJzJVEWIkYDNBsyZk+1WMMzw0QvOVpUBHg5WVOsZLIWFJBwY5zihEI0pqhqMVW3NzwfOPJPSQsyqQBBHAMQrQnPmaIJwOjYWlL+XKnN51lmnora2C/v2FQBwIhI53fRxyfwVhupDZURVQtOjr56hhIWmpndw113jceBAfFmRefMyU740k7CwwAyaRx99FDfffDMikQhcLheuvvrqrOzKm6UZ6BfyQghEo1FEo9GsRQvkYnQJMHBhKhKhi/FwQtk9nviyPGVlu9HWVtf3VwmefLIYl19Of/X0AKtXa8ded13iYlCp8ypNw8wwUE9hIb1+U1MjwuH4XdqvftUHmy2CaNQOYAJCobyYWKAWOjffXIfubnouh+N9CJGHaDScsKs6nMFhzBjaFVDCwsyZwKuvOvHBB8C11yYeL0QU3/62D15v4hZ8JJIeT4P8fHpPqiLEsmX02Vx+ufbTH8q40aoQ9tJSSqmprzcP++/poXOZSUpLKWTztNOArVu1UMiuLuqrVosbevLzk1fO0Jcqmz2bQlafeioPkUiwz8ekwZI26UWmQCA+VFR971QZ0Y4OOl+hUG5M8hmGYTJJURHtuusX51JS9JsSFGw2a02JbTZaLFdVUYRlc7P+v2Hk5Z2KBQvWY/PmMXA6aexbskQTPtKFKrmr5lpnnVWAp5+m2+vXUxqNkWT+CqFQerwNCgriBQ8gPrLjyBHa1Lrxxh2IRs9IePx55w2/DbnGsIQFIcRPAXwRQBDAxwCukVK29v3vDgBfBxAB8G9Syr8Ns61MDuD3+3HTTTch3DdbDQQCAJCVXXmzNIM77rgjtpCvqKjALbfcktVogUymiFiB05lKpR4Y773nx7PPNuKcc2jBd8013fjhD3dD1RZub9dk5KYmTTCYMAG46KLE5wsGaUA4coQG1v4W0R4PDcRz5zbg2WfjS1w5HEB1dQAHDlC8oxCzcfDg3lhKxEkn+WKigt0exq9//Ss4HDLO60GF2w/HOEmV6dTjdManjigeeACYMsWGCRPM4/qlTM/ursdDi/KqKhIW/u3fgOuvH5yAEggkLymaDtxuWpjW1ACTJ/swebIvFqGgwiYzHWZYWkpREmVltCOyebPm7p3ptqT6rPSlytrbgTPP9OG++9bh44/Jt2TxYmuuV8boFTPRKRolc9MdOyiNCRh9uzoMwzD9UVREhq3d3TSmuN20Cz55Mi2O9+0bfGnpoVBQQGPYFVfECws1Nftw9dXfQ1vbY7j22ngj4HA4vYJHZSWdi6NH6VwsXIiYsLBhg3bcm29uwNq1n2DOnDasWzcPwEIAJCx0dGjRrukSq2trychSjVH6cuNHjwKvv34A0ejVpo9lYSGRtQDukFKGhRD/P4A7AHxXCDELwJUAZoOs1F8VQkyTUkZSPBczAmhsbERUF/djt9uxbNkyLFu2LOML6FReAaoN9fX1WVvY56Jx42ApKhre7rff78eXv7wEgUAQTz1F6QdLl/pQU+PHN75BwkJnpxOdnRRZ4Pdrj21oMF+sq3rIra20AOlvEe3x0HHnnkvRI7/7XSNmztQGwBkz8mPhcpHIW3juuY/w4ovn4uGHf4/eXu3zmj7dgfnzSXE2Dp7DNSf0eMxzKc3U/rPOSi5iBAJ0PtLhnq+qQejD/AayuAuHSfzJz0/frkAyPB7NVCovLz4yprubch0zXUmguJgM9mw2apfyXACsMbFMhX4RH40iViveSG8vha62tvqwaJEP7e3Wpa8oQ8tAgD4/hyM+akGlz6jqKkf7Kpqe6BUhGIY58fB4aEw56SSKgFNpYdOm0Rxoxw66nYl2ABSJ8B//od1/3nlRPPDALQgGA7DZbPjud3+Fyy8no+lIJL2RZmVlwDnnUNTCZ58B8+eTMC0leXZ1dgIbN27Ad75TA2Ah/vKXNwBodTHHjaOxZvJkbfxJB5WVZHCp/1tx9Ciwd+8S08dNmKClweZiieOhMixhQUr5iu7PdwCoovOXAnhaShkA8IkQYieA0wD4wYxoGhoa4HK5EAjQReShhx6KLZZzMc0gm14UuWbcONjoCaeTFhvDCd1W58Boqjdvng8nnUTmgABFKkQi8eV5TjdPmYOUtOiorqYFbH8XZIeDBubx44GxY32orvbFlbpM9COoQyi0FE1NjbDb9cKC+fOnwzhJ+SwcPNh/lYBUkRHd3VSGLp3YbAMzkFK0tZGgkJ+vfVZW4XLR+SopSTwv3d1krJRp8vO195yXR9EUu3fTpCjTbud6waqzk0JT3W5gyxatNOecOT7Y7dS+4mL6/MrLrUtfURVLOjq0yig7dmjCgvLFsNniy3eysMAwzIlGeTmVMbTb6cmA8dQAACAASURBVNq8fz8trtU1u6IiM+UKlTFxXh5w++3AfffRXMPtfh7BYABSRhGJRHH//Tdj6tR6eL0+SJn+1L/CQhpT9+6l9z9jBgku0ShFLfzyl+UAVM7DOXGP7epqBuDFuHHpTdEoKqLnU55AemHho4+Abdu0CeLSpfvw0ksUBvy1r9G81+lkYSEZywE803e7BiQ0KPb13ceMcHLNMyDbJpapyCXjRrPoCQD9fo7Dvfiqc6BPP1DU1mrCwq23xj9Omdwlw+Wix0cGGAM1fbq2YC8oiH+cudHhDJSUFMSF182YYf7coVB6Ug+mTqWJQ2trvFBx/vnAq6/S7SXmwneMcNia8oUqV38gC2NVQSQUGn45p4FQX6/tiqjXFYJ+rCrlOBhqa2k3w8qUkFSoHZFgkBbyb7zhx+23a9UfHnhgHc480weHg87X3r3WCzIlJWSqVV5O3x1jpIkSx5Q4Zbdn1puCYRgmFxBCE81nzKDxRM03lJFrJoQFm40W9YEApUOcdx7ND7dsWYTHH7chEiEFOBqNxJlaWyEIFxfTOYlGKR1i61a6//vfB3p7pyR93P79/wvAm/a0OiFo/rZxY6Kw8Pbb2u25c4G77qrF4sU05p1/Ps1XrIoOzBb9ThOFEK8CMKtAeqeU8oW+Y+4EEAagbNfM9jpMa4EIIa5DX4H2ieneamMsIZcX87lELokwxuiJVatWYeXKlZanafh8Pqxduw6PPaZ5LChSOeLPn5867N7lGlyInd5x2vi8ZsKClFNx//2vxhnfJRMWotH0DAxuNw2Sr71Giym1Y3zzzZSnLwTw7W+nfo50+SsYKShAv2U99ahyS6Wl1ivx+tD+adMo/1MIEpNyIS+/pIQmg+kw1BwKlZVa/e+pU4H/+q/4UpPr1zfin/7JF2urENaXMlTPn59Pn19BgZYOEY1q/3e7SczKz7cugoJhGGYkYCzlDWS2PGdZGUVVut2aaO/1+vDd7/4K999/M6LRCJxOV9wGkhWCsN1Oc7rWVpoz/c//0P3KOwEA8vJ6EQzqT1YHFi06HUJYI3ZUVtJ5CYXihQU9n/sc/db7KqTbhyIX6FdYkFKen+r/QoirAVwMYImUsSqj+wBM0B1WC+CA8bF9z/8ogEcBYOHCheaFSJkRwUg3KrSCXBFhjNETADKWpnHmmT4EAr6E3G6b7VMAk0wfkywNQhklDiek3LjYrKsjIWPjRv29X0Q4/MXYX3Y7LcrMECJ9C1iXixbjgYA2gaitBdasoddJtUhX/gpWLKYLCkgoaG72xxlXGgmHtWiSnTuBKck3DyyhpoZyGo8dS39KyFARgkpKZSuUv6iIohUqK2nBvmRJA556Sis1OXduQyxCxuMhccHqKBMlKOTnU5+eNg3YtInOkUqVADRz1kynkDAMwzDxlJYCe/Yk3n/55ddh6tR607mBVePe+PHkszBvHs3P9FFveXnA73/vxmOPAa+/HkR7ex4uvbQVs2aR2bYVIrXdTnOOXbvMhQWbjSIUgPh51OTJvhMvYiEVQogLAXwXwGIpZbfuX2sA/E4I8XOQeWMdgHeH81pMbqLEBH0FBrvdjuXLl2PZsmU5sahmEqMnAMRFLFidpuFy0aJThfQ1N/vxhz/8HMDvE46dMgW49FLz5wmFhm+A53Jphj9qsf7wwzRgXnGF+WMuuST5gl3K9A6eY8dSCUX9YJPKV2H/fgqz7+4mgycryM8HNm/24447tBD6FSvWJYgLPT3aAragIPNVEIQAZs+mnYtcWoxmM3JCeT6oGt4XXODDT36yDrt2NWLWrAaccYYvtqukDBOtnui43dQ31HkZO5ZEjUOHSOjT73KVlyfWCWcYhmEyi6qwZYa+yhBAC32HY3jVslKhIjMLCmjM11eqOPNM2mT44Q8BKfP62jIBXV3WRHQqiovpfSuPIP24NXcuzY2am/248UZtHvXTn67DRReNrnXScKdeDwFwAVgrSAJ6R0p5g5TyQyHEswC2gFIkbuKKEKMPfd6+EALRaBTRaBSRSASPPPIIVq5cOSIrIYxWjNETmUzTKC+nnGq1kGhqakQksiPhOLt9Ju6883EUFZm3R+28DgchtIoFShCw2WhRnp+PWHlJxU9+ooWw6YlGKT1Av0BKByUliEvBSEV3Nw2sqkJGRUX62qEnLw9obo4PodfnUSoCAWqD200OzOl0hB4oTifn4+sRgnZSVN8oLARmzfJh8WIfjhyJT0lyOMjbxOq0g/x8KmWqsNmoPrqUiX24upqFBYZhmGwzmA0Uq0P89RtECxbECwsXXKDdFkLbZAiFrJ2T6D2B9BWNAGDxYvrd1BQ/j9q4sRFf+tLoWiMNK/tVSjlVSjlBSjmv7+cG3f/ukVKeLKWcLqV8efhNZXINfd5+NBqF3W5Hn8AEKWUsxJ7JTXw+H+64446MCD/jxpEooFiwoAFO537DUUcQje7AX/6yCk88cS+amxOLyASD6VGcCwvj2wPQAFRbG3+f0xnA2LF+04XWsWN0/KmnptdHoLBw4As7FaUQjdJjrFLj8/IAr7cBTmce7HZ7ghGnQkotoqS+PvPlFRlzpk3T+oaqFBEMmhtcZsKdWohEw7HycnNhTKVNMAzDMNljsMKClSl1NhuNZeEwCQt6zjrL/DHpMtpOhsdDooKUiT5FZ59Nv2nuq82jvN6GUVfxaBQVuGAyjcrbt9vtcLlceOihh3D99dfD5XLBbrdnvRICQ1El9957L/z+7FZ6LS7Wyt4BFDb38MN/Nhy1Dw6HA2vWPIEVK36AG29cEicuSEk/6XD6LyqiQcaI0VAyFHoHN920xFTkiEZJMEl3qJ/LpZkA9Uc0qspo0jm2aqfe6QRmzvRhxYp1uOGGu03TIBRqMsFRA7mJKm166BAJY/w5MQzDMP3hcAA7dvjx+OPmGz96QiHrTQmLiihKcuFCYOLETgDAF7+4L+XrWrmIt9loHhYIkNeCHpWm6vXGz6NmzvTlVNpmOhhlb4fJJMmqHixbtoxNHHMAsxKT2fo8bDZgwgQqL6l3E9Zz8sluzJu3HM8//xvTcPu2NloIpWOwMpa4UxgjFoD1ScP+hbBu4BwzhhZ+qcpI9fbSIJafT8aSPT3WtAXQTPXq631JBYVgkMIMR9sgORoZM4bMNVNVZmEYhmEYhd/vx223pfZZUoTD1qdCFhdTOuquXX589tkFEKICr7xyGF/6UvJ2We13pEo2L1qklZo87bT4Y/R+FEeOjL45E0csMMPCLJw+kyH2THKMJSaznZYybhwNNvqSQMuX02+7HfjJT2Zi6dJlScPtg8H0Of27XOYmREZhQYhNpmH/UpJYYpXJXXl5/xELXV3awrCkhHLRrUI59RvTR/T09qYnmoSxnqIi6uuZqH/OMAzDjHwaGxN9lpIhpfWL+MJCmlM2NTUiHO6BlLv7bZfVaQelpTR3+/rXtSpL3/9+6seMNmFhlL0d5kSGy13GYywxme20lKIiwOcD1q/XSjQuX06h/BMnAiefDAAUJmYsW6R259O1ECoooNfv7IzP3zYKC//n/5yDJUtuNjUpLCy0Lh89lfuyIhrNbO55SQmZESWbLASDVBqQyX3y86nEqtUmjQzDMMzoQD+nTOazpCcT1YUAzbdAlVA2a1c0SvM1q4UFj4dey+sFXn6Z2tifcDDa0hFZWGBGBbkU9p8rqFSVVatWZbspMUpLgcmTgU8/1bwELrss/hhj2SIA6OigC3W6cDopL8/vp4FGDTbG0PBvfet6U/EgEKAIDKsYiLAAWD9w6ykpodKWRUXAwYNU4lJ/bqTMThUIZmhkwqSRYRiGGR34fD4888w6PP98I845pyFpuoHCSvNGQNvkUL4Fxg0pPVZXhFAUFACTJtEct7Q0tajQ3OzHG280ori4AYsWjZ71CgsLzKjALOz/RBcWFCtXrkQwGMyZ8p/FxQMvpwhopeaGW2bSSFERMGsW8MEHlHMOUMTC0qXAK68A3/xm8sVXMGhtGHleHg1IkUhqc8hMCguqlFIgQDvdxprQUlo/kWAYhmEYJjv4fD7k5flicyYzMuW3pC85abYhpScUooW+1dhsNK/Mzwe2bwe2b/ebCh7NzX7ceCP5VTzzzOjaDOU9C2ZUoK9QkQth/7lCrvksAAPfjVd0dlJ0gBUhbFVVNDDpjRzvugt44w3gq19NPD4cpgHK6kW0KseXzNMgHNbEh0yhjCq7u0mI0XtlhMMkcoy2kD6GYRiGYYiBzMMy5bc0EO8nRaYiFhQeD7BlC4kHZlXOmpo0v4pcmZunCxYWmFGBCvu/++67R5XyN1xyUXDJz0+e293c7McTT2iljKSkageqVE+6cTrJ36G9PfF+M44do2OltD5aoLSUogM6O2kxrycYTKyTbDVuN31uoZDmRRGNkqvxkSNs3MgwDMMwo5mBCAuBQGaiAwCtvKPCOIdUhMOZ9aRyOoFXX12FYLDX1OxS+ULk0tw8XXAqBDNq8Pl8LCgYSFYSNJvY7aQcB4Pxg5Q+NEyVMqqp8WHSJGsHqZoayofrD5WWcOaZJDBY7XhcUkIlAYNBWtDrIySCQYq2yCQ2G7WhvZ3SUkpLgQMHgLo6imCwumY1wzAMwzDZYyDCQib9lsaOJe8nwHwOqU8/sNq4Uc/GjX6sXfs4ZF94rs3miDOV9Hp9+NnP1mHnzkb88z/nxtw8XbCwwDCjnFwUXMrLgcOH4y/0+tCwcDiId99txJe/7MPUqda2RVV3kDK1S357O0U3FBRkZtB0uymkcPJk4NAhrQ1SUtRApiMWABIThKDPraaGztv06al9IBiGYRiGGfnY7fH+T+Ew0NZGf5eXa+mZmfJbKinRUmuNc8impsY4YcHqzSA9fn8jIn05tkIIXHLJNfB6fbGNIqcTmDHDh4su8vVVRBs9cCoEwzAZp7Q0MS9OHxrmcOShrq4BM2ZYrzLbbAPL0wuFqDRmpvB4KCqhrk4bOAMBGsiVp0GmKSnRIiVqaoAFC1hUYBiGYZgThfx8mg8BQEsLMGUKMGMGlaM+coQ2XjIVHeB2k4l0IJA4hzSWncxkxMJ55+lTHdxYunQZOjpoc+j4cTomFLLWBDxbcMQCw5xA+P3+nEiLKCigi2prK11YhYgvGVRf34Bp03yWlnTUU1JCg2IyRTscpv/pqyBYTV4ecNpppGy73Voljbo6chvOhrCg/zy4XCHDMAzDnFhUVAB79tCmgscDnHwyzeHcbvJdKivLbHvGjQM+/jh52clIhCIpMmkufeaZPvz0p+uwdWsjTj21ATNn+tDZSam0TU0kMLjdo9ObioUFhjlB8Pv9WLJkCYLBIPLyslvepqSEFs27d9MFVqm2qmTQ4cOkgGdqN7y0lPL0kgkHvb00mKZKlbACNRCWlpKvg8dDRpZ2e2bD+oztYRiGYRjmxGPcOGDXLqCjA5g0SZsXZWojyEhFBbBjB932en2or6c55PHjJHKEQtkphb1ggQ8LFvjgctHGVV0dRcdOmwa89RZwxhmjc4NmFL4lhmHMyKXSk0KQ6U51tRZSZ/x/JpXc/PzUJTAzVT4pGWVlFN1RWUkD0cSJmRc5GIZhGIY5sSn682qce80knP95G05eMglYvTq77SmizZZolP4+epQqVyk/qnA4s9GmCo9HizSNRmm+C9Dcd9q0zBtwZwoWFhjmBCEXS096PIkL+t5eMibM5I68Pq2gz28nDikzW6rISGEhtauiInttYBiGYRjmBGb1aojrrsOmQ7txn5T4x97dwHXXZVVcsNtp06W7m8qTFxYCs2cDs2aRyNDdnbkqFXqUsNDdTRtTKmrCbge83tEbAcqpEAxzgpCLpSf14kEwSBfcri5SczOJ202RAK2tFN43YUL8/6XMTiidwuOhdIhsDI4MwzAMwzC48074u7uxBEAQQB6Add3d8N15J3DVVVlr1rhxVGlMSmDePJpLjh9PEQu7dmVnY0iZXAYCwCmnZP71swULCwxzApFrpSf1wkJrK4WL2WyZN/+x2WjR3tpKg4EqpQRoxo3Z8DRQuN10TlhYYBiGYRgmK+zZg0aQqBDp+90IwLdnTxYbpZWdtNkoegGgdNFJk8iXKhu4XFoZ80zPabMJp0IwDJM1nE4aCJSgMHkyVUPIRj5cRQUwZw6lYeh9H5RxYzax24H580en0Q/DMAzDMCOAiRPRAIpUsPf9bui7P5vk59MGTE1NYoqBENnxpHI6KQ2ioiK7G1OZhqepDMNkDSEoRK2zk37PmEHVIrKxgJ42jZTtoiISFqSkmsxtbblREihTFTIYhmEYhmESuOce+PLzsQ7A3QDWAfDl5wP33JPlhlHVhWxFJ5jhdNK8rbY22y3JLJwKwTBMVikqogX8jBkkKGQjWgHQxIyiImDfPqp7XFICTJ+evTYxDMMwDMPkBH0+Cr4776T0h4kTSVTIor+CItcW8Hl55I11IqVBACwsMAyTZYqKKN0gVy6+qlJFTw+lZuRCtALDMAzDMEzWueqqnBAScp28PNqY0lcdOxHgVAiGYbJKfj795IoxocqFi0RIbWYYhmEYhmGYgSIEUF2d7VZkHhYWGIbJKi4XpRxks5yjHiUsZLvEJMMwDMMwDMOMFDgVgmGYrJKfTykH2XDtNSMvj9pit1NaBMMwDMMwDMMwqWFhgWGYrOJ0AhMmZLsVGqpShcuVO2IHwzAMwzAMw+QyLCwwDMMYKCwEiouz3QqGYRiGYRiGGRmwsMAwDGNg3LgTz8mXYRiGYRiGYYYKCwsMwzAGxo7NdgsYhmEYhmEYZuTAVSEYhmEYhmEYhmEYhhkyLCwwDMMwDMMwDMMwDDNkWFhgGIZhGIZhGIZhGGbIsLDAMAzDMAzDMAzDMMyQYWGBYRiGYRiGYRiGYZghI6SU2W5DDCHEEQC7s92OIVAJ4Gi2G8GMWrh/MVbDfYyxEu5fjNVwH2OshPsXYzUjrY+dJKUcY7wzp4SFkYoQYoOUcmG228GMTrh/MVbDfYyxEu5fjNVwH2OshPsXYzWjpY9xKgTDMAzDMAzDMAzDMEOGhQWGYRiGYRiGYRiGYYYMCwvp4dFsN4AZ1XD/YqyG+xhjJdy/GKvhPsZYCfcvxmpGRR9jjwWGYRiGYRiGYRiGYYYMRywwDMMwDMMwDMMwDDNkWFgYBkKIC4UQ24UQO4UQt2e7PczIRAjxuBDisBDiA9195UKItUKIj/p+l+n+d0dfn9suhPh8dlrNjBSEEBOEEK8JIbYKIT4UQnyr737uY8ywEUK4hRDvCiHe7+tfd/Xdz/2LSStCCLsQYpMQ4sW+v7mPMWlBCPGpEGKzEOI9IcSGvvu4fzFpQwhRKoT4gxBiW998zDca+xgLC0NECGEH8CsAFwGYBeD/E0LMym6rmBHKkwAuNNx3O4B1Uso6AOv6/kZfH7sSwOy+x/y6ry8yTDLCAG6VUs4EcAaAm/r6EfcxJh0EAJwnpZwLYB6AC4UQZ4D7F5N+vgVgq+5v7mNMOjlXSjlPV/KP+xeTTn4J4K9SyhkA5oKuZaOuj7GwMHROA7BTSrlLShkE8DSAS7PcJmYEIqV8A8Axw92XAljZd3slgMt09z8tpQxIKT8BsBPUFxnGFCnlQSnlxr7bHaDBrAbcx5g0IInOvj+dfT8S3L+YNCKEqAWwFMBjuru5jzFWwv2LSQtCiGIA5wD4bwCQUgallK0YhX2MhYWhUwNgr+7vfX33MUw6qJJSHgRoYQhgbN/93O+YISOEmATgFAD/APcxJk30hai/B+AwgLVSSu5fTLp5EMBtAKK6+7iPMelCAnhFCNEkhLiu7z7uX0y6mALgCIAn+tK5HhNCFGAU9jEWFoaOMLmPS2wwVsP9jhkSQohCAH8EcIuUsj3VoSb3cR9jkiKljEgp5wGoBXCaEGJOisO5fzGDQghxMYDDUsqmgT7E5D7uY0wqzpRSzgelN98khDgnxbHcv5jB4gAwH8AKKeUpALrQl/aQhBHbx1hYGDr7AEzQ/V0L4ECW2sKMPg4JIcYBQN/vw333c79jBo0QwgkSFVZLKZ/ru5v7GJNW+kI7G0E5ody/mHRxJoBLhBCfgtJOzxNC/Bbcx5g0IaU80Pf7MIDnQWHn3L+YdLEPwL6+aD4A+ANIaBh1fYyFhaGzHkCdEGKyECIPZLKxJsttYkYPawBc3Xf7agAv6O6/UgjhEkJMBlAH4N0stI8ZIQghBCivb6uU8ue6f3EfY4aNEGKMEKK077YHwPkAtoH7F5MmpJR3SClrpZSTQHOt/5VS/gu4jzFpQAhRIIQoUrcBXADgA3D/YtKElPIzAHuFENP77loCYAtGYR9zZLsBIxUpZVgIcTOAvwGwA3hcSvlhlpvFjECEEE8BaABQKYTYB+CHAO4D8KwQ4usA9gD4CgBIKT8UQjwLuiCFAdwkpYxkpeHMSOFMAF8FsLkvDx4AvgfuY0x6GAdgZZ9jtQ3As1LKF4UQfnD/YqyFr2FMOqgC8Dxp8HAA+J2U8q9CiPXg/sWkj38FsLpvM3oXgGvQN2aOpj4mpBwRKRsMwzAMwzAMwzAMw+QgnArBMAzDMAzDMAzDMMyQYWGBYRiGYRiGYRiGYZghw8ICwzAMwzAMwzAMwzBDhoUFhmEYhmEYhmEYhmGGDAsLDMMwDMMwDMMwDMMMGRYWGIZhGIZhGIZhGIYZMiwsMAzDMAzDMAzDMAwzZFhYYBiGYRiGYRiGYRhmyLCwwDAMwzAMwzAMwzDMkGFhgWEYhmEYhmEYhmGYIcPCAsMwDMMwDMMwDMMwQ4aFBYZhGIZhGIZhGIZhhgwLCwzDMAzDMAzDMAzDDBkWFhiGYRiGYRiGYRiGGTIsLDAMwzAMwzAMwzAMM2TSIiwIIb4thPhQCPGBEOIpIYRbCFEuhFgrhPio73dZOl6LYRiGYRiGYRiGYZjcQUgph/cEQtQA+DuAWVLKHiHEswD+AmAWgGNSyvuEELcDKJNSfjfVc1VWVspJkyYNqz0MwzAMwzAMwzAMw6Sfpqamo1LKMcb7HWl6fgcAjxAiBCAfwAEAdwBo6Pv/SgCNAFIKC5MmTcKGDRvS1CSGYRiGYRiGYRiGYdKFEGK32f3DToWQUu4H8DMAewAcBNAmpXwFQJWU8mDfMQcBjB3uazEMwzAMwzAMwzAMk1sMW1jo8064FMBkAOMBFAgh/mUQj79OCLFBCLHhyJEjw20OwzAMwzAMwzAMwzAZJB3mjecD+ERKeURKGQLwHIBFAA4JIcYBQN/vw2YPllI+KqVcKKVcOGZMQqoGwzAMwzAMwzAMwzA5TDqEhT0AzhBC5AshBIAlALYCWAPg6r5jrgbwQhpei2EYhmEYhmEYhmGYHGLY5o1Syn8IIf4AYCOAMIBNAB4FUAjgWSHE10Hiw1eG+1oMwzAMwzAMwzAMw+QW6YhYgJTyh1LKGVLKOVLKr0opA1LKFinlEillXd/vY+l4LYZhGIZhGIZhGIZJJ729QGtr3x+rVwOTJgE2G/1evTqLLRsZpKvcJMMwDMMwDMMwDMMMiN5ewO3Odis0jh8H9u8HFm5fDVx3Hfzd3WgE0LB7N3zXXUcHXXVVNpuY06QlYoFhGIZhGIZhGIZhBkI4DGzYAHR3Z7slGm1twJEjgPzenfB3d2MJgB+ADAT93d3AnXdmuYW5DQsLDMMwDMMwDMMwTMbo6AAOHQIOHwakBPbtA6LR7LaptRUIBgHs3YNGAEEAkb7fjQCwZ0/W2jYSYGGBYRiGYRiGYRiGyRjHj1MaxKefkriwaRPQ3p699khJr+9yAZHxE9EAIA+Ave93AwBMnJi9Bo4AWFhgGIZhGIZhGIZhMsbBg0BpKdDTA2zeDAgBHD2avfYEAhQxkZ8P7PrGPTjVlY91AO4GsA7Aae58yHvuyV4DRwAsLDAMwzAMwzAMwzAZIRik6AC3G/B4KFqgooKME7NFTw/99niAj069CltveRTzq0/C7UJgfvVJaL75UbR+gY0bU8FVIRiGYRiGYRiGYU4golHg44+BKVMAuz2zr61PeSgq0m63tlKKxL59wPTpQF5e5trU3U1REzYbCR49l1+FD76iCQkdHXS+Fi7MXJtGGhyxwDAMwzAMwzAMcwKxbx/Q3EwpCZlESmDnTko5MGKzARs30v9bWzPbrtZWTcgoLU0UW4qKyAuirS2z7RpJsLDAMAzDMAzDMAwzSgmFgK4uIBKhv3t7gW3bgLFjgY8+0u63kq4uikY4fJh+79rlxxNP3IvmZn/smOJiwOEAysqAAwesb5MevbCQDI+HzhdjDqdCMAzDMAzDMAzDjELCYeDNN8mcsKYGqK8HnnnGjzfeaMRZZzWgutqHQ4eA8ePpeCkpJSDd7N0LbN9OwsG+fX5861tLEAoF4XTmYcWKdfB6fcjLo8V9NEoCRCRCgkRhIUUzWEVXF6VnjB2b+rjiYiqRefw4iR9MPByxwDAMwzAMwzAMMwrp6SGzxDFjaHG/erUf1123BE8++QPceOMSfPqpP2aa+NlnwNat1rSjpQWorCSTxs2bGxEKBRGNRhAOB/HSS6viohdsNhIXPvkEeOstWsinm2gU+OADOj8HDpDg8dln/UdvFBSQQCJl+ts00mFhgWEYhmEYhmEYZhSiqh0IQYv6V15pRDisLeo/+KARLS2ULrF3Ly3me3vT24ZIhMwPXS7A6QQWLGiA05kHu90Om82ONWuewIoVJHQoccHhoHQNm82aahEtLeTl8N579J5XrwYuvhi45JL92LTJn/RxhYXAsWMUUcHEw8ICwzAMwzAMwzDMKKS9nRbpAC3qzz1XW9Q7HHlYuLABUlKIf0sLHZtuf4PubvqtUiy8Xh9WrFiHG264G5dcshyRSDgmdDQ1NQIgA8WxY4HycjKYDIXS1x4pgR07KIKio4OEj5Ur6X+HDtXgm9+8J877wUhJCbBlC6WZMBrsscAwDMMwDMMwDDMKaW8HduzwY8uWRixY0BBb1Dc1aX+3tQF79tDxpaXArl3AD8ujKgAAIABJREFUxImaIDFcurri/+7oAFas8CEQ8GHZsia88MIxSFkKu/1pLFjQAIBECFWZIRqldIj+PBAGyrFjmqeCx0N/6wmFfohbbpmKhgbg9tsTTR3dbnpPmzcDXm/my3XmKiwsMAzDMAzDMAzTL3v3AtXVtPOtp6eHwtytNNhjBkdXF/kBvPWWH//+72SUaLfbcckly7F06TJcc80dsWMLCijdoLKSxIRwmMpRTpqUnrYcPx6/OP/DH4D16+n2d7+7AJHIMwCASy/9HoADeOKJe2Oih2rfxx9T+4bbxwIB4P33qXyk4tVXPwQwW3fUqWhvB9asIRHk3nsTRZaKCvJkcLmAWbOG16bRAn/9GYZhGIZhGIbpl337gM7OxPt37gTa2jLfHsaczk5gwwZaFG/cqBklhkJBPPfcI3FeBgAtmseOpQU8QBUPtm8fvtfCJ5+QT8LRo7TLr/jTn7TberPEP/+5BjfeuCTBb6GggMpBpsNr4YMPgA8/9OPpp8kssrnZj5///DdJj3/tNeDKK8lE0khlJX0n2MiRYGGBYRiGYRiGYZiURKMkHqh8eT1Hj6Y3B34ks2+fucjS3p6YEmAV7e20m75rF1BfT54Kos/gQEoZ52Wg8Hi02w4HRQbs3j30NnR2kqiwZw9FLLhcdH84nJh6oOjtdSAYzE/wWwDIa2HLluGJHZ2dwOuvUwSHEi9eemkVwuG6lI/79FPgO98hXwY9NhsJI2bfiRMRFhYYhmEYhmEYhklJMEhh5K2tifd3ddFvBjhyxHxnfdcuMkjMBJ99RuUlDx0CZs0iT4XLL78eTqcrZtqovAySkZ9PgtFQiEZJVHC5KGWgpkb737ZtWqWK/8femYdHUWZ9+67qJQuEBAj7vsiwNmBQaEFsCeOouIDLbLihI4LiqK+Oyqij37igjjrOO4NB9JURddxBUdRRI62oDcgaQBbZ15A9gWy91ffHSXV1pTshCQmOTN3XlYvuWp966qmmznnO+Z142Gw/j9tGu10iA8rKmtYmkOupXeoSQFGGxN3+yiuNKI5QCB58cHNcUceT5TD6T8dyLFhYWFhYWFhYWFhY1IvfL4J6xcXm5ZWV4nCwjCuhokK0KKJD/MNhMfLrmqlvTsJhMaBTUmRGPSlJqjDMnp3F888vY8aMh8nKyo7oF+Tk+FiwYE6MwZyQIDP80dfREEIhSTfIz5fqCbVZs6b+/YPB1+nTJ4fHHlseaaOOw9H0PtQ0iZ5wu81VMSZNuoaUlLNitp8wAe65B+bNM5b98MNAZsy43tRXTmfsM/HfiiXeaGFhYWFhYWFhYWFRL9XVYtjpxqauhK+Hplvh4EJlpYT7l5TIbD0YJQ1LSsTA1csutgT6/VFV0UqIxuVy43K5CYXgqad2s2nTerZuvZpwuAqHw8mddz5LaWlhRDhR0+R6Wrdu+Pl375Z0kE6dYtfl5PhYsqQD0B+AIUPWsnnzZuAIcFdkux07BrN4cR67dplFHJOSxGExcGDj+gSkX8rLISPDXBWjZ093JArC6YSpUyXi47zzVrNgwWdkZHjo0KEt+fkDARuBwCzWrPFG2pSYKI6cn/2s8W061WgWx4KiKGnAi8BQQAOuB7YBbwK9gT3ALzVNs/w5FhYWFhYWFhYWFk1ETz2obTS2NNXVYqzqxmZBgVSIKC0V46q+8Pb/FkIhcSokJ4txrTsWiouNagvV1WYhw+ZE0+S+HK9ywiOPHOCDD/oAfYAHgbsJBKp58slZhMNhHA4nWVnZdOnipqKicY6FkhJzxQWdnBwfM2b8Cr//+8iyq65SeOihmwgEFMLhm4HkyLqvv9b45ps/4XQ6IhEWCQniWPD7Y0tAHo8jRwxnmO5gAVi/3timd284+2wfS5cu5O67FxAKBbHZbIRCE4CPAdC0aZx22ubIPgkJUFgo97a5ynP+VGmuVIi/AZ9omjYQGA5sAe4FsjVNOw3IrvluYWFhYWFhYWFhYdFEysokpPtkc+yYYTgdOiQG2f79Yki2bn3iFQROBXSdidatxbGwc6c4Gw4fNnL1WyqyIxSSe7JlC6SlyTJNg2+/hWefhQcekPW7dsEHH3SP2vMPQB8URSUUCpmEEx2OWE2N43H0aHyjf/nyVfj9DwLipWjbNp+JE0eSlZXNzJn3c955tU/UCU0bGiPiqGmNT7sJBuW646VmbDZ8BLRtW8DMmZksWvQ8gUB1TV8ECIf/Dayt2SqZTZvOiOyjKE1r06nICftVFEVpA4wHrgPQNM0P+BVFuRTw1Gz2MuAF7jnR81lYWFhYWFhYWFj8t1JR0XhjrzlYscKHz+dl8GAPNpubtDQJe1dVaNNGct+jUyROBqGQODxqG4zhsPRRu3Ynrx2qKpUxFEU+d+woVQR27BCHQ5cu0tZjx1qmXcXF4sDo3Fm+5+T4eO21ArKzL45s8+mn8Y3r7t3f4uqr1/LUU88TCm3Dbg+TkeEhIaFx+gGhkERktGljXv6nP8FHH91mWnbVVYUoSgdT9MCsWfD3v8Nnn+lbPYqivI/LdW5kP1WVKJnGROx89JGPxYu9jB9vpFUcPCj368svje2Skr4jEPCj1dSPVBQFu90BKASDf0HTXgfgrbfgmmskMgXE4bZ/v/RtQYGkbOiOpP8mmiNioS+QDyxQFGWdoigvKorSCuikadphgJp/OzbDuSwsLCwsLCwsLCz+ayktlbSDGtvnpODz+ZgxI5MXX3yAe+7JZPNmHykpYkgGAoYz4WSXnDx6VIQCw2Hz8rIy2Lbt5LVj+3ZxZPj9xn3RnQvp6dC1qzgcEhMlbB7EwbByZfNFehw6ZJSMzMnxMXNmJtnZ5mn0UCi++OHBg6P4+uvpBAJraNduB3//+xeR1IPS0oaPtXiVQQoK4KOPzMsGDCjjmmtihRK6doWxY6OXXEgw+Dxffz0msiQ52aiu4fcfP3rn2299/PKXmSxcKOUlc3J8bNwoFR+uuALW1gQiKApMnpweEXZ0OJxcdtlNPP+8t0b0cjgdO8rNKiuDRYuMc6SliWPhyBG5pw2NKIo3dn/KNIdjwQ6cDmRpmjYSKKcRaQ+KokxXFGW1oiir8/Pzm6E5FhYWFhYWFhYWFqcmR49KaPfJLO+4bJm5RN+OHV5ADKrovPKT7ViorhahvdoRHEVF8hcMnpx2HDki9+V4168L/R04AN99J3oBb77pY86cOfh8sWUMG0owCF984eOdd6S6w5o1cr9gUJ373H47nH66fNY0WL5cPhcUdOb11wvJyfGhqmL4NjTMv7o6dtnWrebv6enw8MNt6hSwHDMmdtmSJca9TEqSe1tdLX25ZUv9lSs+/9w8dtes8TJ/fuzzM3IkjBt3BllZ2cyY8TDPP+9l9uysSETFDTfcy+9+Z4hjvPKK4RRSFBE2Xb9e7vGBA8evplFVJePWciyYOQAc0DRtZc33dxBHwxFFUboA1PybF29nTdPma5o2StO0UR06dGiG5lhYWFhYWFhYWFicemiaGLA228l1LIwday7Rl5HhASSXPjqs/2Q7FnS9gv37zcsPHzbC8luaQEAM78JCaU99An52u4j9bd4sEQ35+T6mT8/kgQceIDMzs8nOhc8+83HPPZnMmyez8qmp7bHbkwCjVIGi/C3y+Te/keoHZ58d/3jLlvVjxoyJ5OT4UBTIyzOutT6O51i4/HL4+GPo16/uY6Snw+DB5mWlpbB6tX4d8m9JiUQGVFXJM1EXo0cbY1dVbWzf7ideN597rty/7t3dTJs2O6bUJcBFF0kUCsj9fu89Y11amjgV0tKMqiD1UVFx6umSnLBjQdO0XGC/oij6yM0EvgeWANfWLLsWeP9Ez2VhYWFhYWFhYWHx30A4HDvj7vfLckU5OY6FUAh8Pmjb1s2cOTKTqyv0x0NvUyAgxn1Lc/SoODZyc+V8+kx2WZk4PU6GY0GvhlFcfHzHAkjufXq6CDyuWeMlGPQTCoWorvbzxRfeJrXho4/kOPqsfGlpIQ899BWgz7AfxOGYzfTp23nsMbjjDhlD48bVdcSBBAIXMn/+Q+zd62PvXrmnq1YZqRzxiBb41Nmyxfg8bFj9pTZzcnwsWDCHX/96PRdeKE4Ynexs43NysogxFhdLBEN9RvygQTJ2J0++EVD47LPuMduoquFYqC/KxekUbQWdv/9d0hlArkuvnqFHLdTH0aMnZ3yeTJqrKMatwGuKojiBXcA0xGnxlqIoNwD7gCub6VwWFhYWFhYWFhYWpzT5+fDDD5CRYeTOV1WJAXOyHAt794rRdvQoDBvmZuxYd4w441//CuvWwQ03wMCatPkffpAogo4dW1bM8ehRMT5VFTZsEEdIz57G+pPlWNAjSEpKJCQ+Gj01ISPDE+OQyciQ2fRg0I/d7mTMGE+jz+/3Q9++5uMMGTKBsrKRkW26d/fz5z9n43INMO3bu7c4OuKlOmjaI6xYMZx16zJ57LFs2rVzk5cn/a2X0azN0aOx1x8dsTAwVlYhwpo1Pn7/+0wCAT8Oh+7ASuHxx4cCsGwZ3HOPOC5atZIoCptNnAy5uXIt8SguhtNPd7Nzp5dg8JfADVFrn0JR3Fx1VWc6d+5Hfr44D/x+caQcOwadOpmPN3myiDfu2yfj64474J13zKKYrVuLo2vw4Nj+0KnPQfNTpVkcC5qmrQdGxVmV2RzHt7CwsLCwsLCwsPhvoqBAZuBXrIARI0QFXw+dttvF6GlJKivFQdCunRjs06fLLOzjj8MZNdX2Vq+G116Tz089BRdcIO3es0ecH/EqNjQXeom/tm3F2G3dWtq5b598DgbF0O3SpWXOr1NaKsaj3w8bN4ohfdFFYnzrIorV1TZU9d/84Q9XceWVv4vs63K5ycrKZs0aL/36eRg+PH4kSH0UFMisvH6c5ORLuOOOISanyrhxfXC5+sTsqygwejR88YWxLCkpSGWlHUmjuJVg8K9s3uwlFILdu7307+9h4EA34bAY+NGOo2PHjFKTwaAIaOpCi3Z7gKNHVwPuiLNl4EAPY8a4CYXgyy/NWghLly7kgw8WAtuBbpSUwNtvSxqHosg9T06Wvi8oEEdAPCO+qEi2a9duEpp2V9SaT4E/oKo2UlIeBmYDEk1SUCD3s317cQBEO1ISE+Fvf4PrrpN7X1wsTo/Jk41tVFXGZ0FB/PGnadKu+qI3foo0h8aChYWFhYWFhYWFxSlJYeHJrcCgk58vM/52u6QjbN8uhpvNdnIcC0VFct12OyxdKroApaVwW1TVwBUrjM+HD4tR/9134kxQVUlJaG4qKsRxEQhIWogaZc3YbFJusXVrMTKj+6ioqOEihI1h+XIfb701h/XrV3LnnUH+/ne47bZSQFIdqqv9QDbhsJcnn+xETo45wd/lkpz+wYPdEc2IxrBnj1yvy+UmI8PD2287YyI1+sT6FCKMH78BEPEEu30qkydHC1b8CZutPZ06teeBBzJ5/vkH+OMfM3n5ZR9ffmk4DXbulHaUl0u/BwJw881w7bXGkYLBNcyalcmiRfOZOTOTrKwHuPNO0ZUoK4Px4806HrJPNTA3coy5c6VMJIiWgdMpxrmmQU6OkRKhafI5EJCoArsdVq92AeJ5SE8vwum81qQZomlyrK5d5ToSE8Whl5QkvwG6yGJOjo/PP5/DxIl7I+3avDm2X1u3loifeFRXw8aNPt5++8REO//TaK5UCAsLCwsLCwsLC4tTinBYZqBHjjRq1p8MqqslYiAlRQy1xETYsUP+dTplWVOM0MZQUGCkYESHs+slFRUlVjQvMdHIMw+FJFy9R4/mbVdJiThZ0tLke12pBk6n0b7KStEH6N9f/pqLb7/1ccstEr6vKB8RCklpha1bU/njHx9k1KhuqGoG4fCZAGjaxWRlTWbmzHti0iL00o6NoaJC9unYUfphxoyf4/fHepz69q37GPn5H6EoU9C0VmjaFlJTXfTocU+NIGYKt966jLKy903RBDk5XkaMcLNjh9yHH36QZ2XTJh/79nk5dGgqa9f2rHWm1QSDfr744t2YKg39+7u54AI35eXZ7NrljYiDfvjhywQCf0XTfoumDaWqCubMyecf/xDBf/3en366h6QkN6tXQ2YmLFvm49VXvVxwgYeUFHHYLFtmtOSvf21HILDING78fnnG9UonffrIPRk9Whwnu3fDkSMSgRII+LHZvgI+BgydhWiSk2X8V1TIZ905qSjg9fqYPVuO8+abTrKzs3G7Gx+t8p+G5ViwsLCwsLCwsLCwiEN5uRiyVVUn17FQe2ZdVcV4LCwUw11RJAS7pdA0OVerVvK9tiDfkSMSGaDPHutUVxuOBX2mt6gIDh2CoUObp23FxeIwOHIEtmwxDDSHw2kSlnQ4xOgOhWRGWXd0NJdjIRiEpUuN8H0wV7f79FM7X355O8OHL2LdOmP5d98VkZOTGSOC6XQ2PsKjvNwIp5cSk/HLS9YXsZCR4cHpfDiiz3DmmePJyzMqbVRXDyYjozRGCyIxUfpz61YZn4cP+/jTnzLx+wegaXfEnEdV/43d7mTChMtZt245gYAfp9PJ+PEeUlNlPA0e7Oacc4w+0dM7Skt38eqrMoBWrIANG6RahW7k6/e+c2c3y5b5mDQpk+rqahYuVLnllrl06DA9kkbUt69oPSiK29T/fr84FRwOGDDASGFwOmX7wkJYsiT6fq8ANEBh507DgWC+ZtkvOVmieVRVHG3Z2cZx/H4/Xq/XcixYWFhYWFhYWFhYnKqUl4uxd7LV28vKYkUPFUXyv/VZWj0nv7xcBOZ0J0BzUFUlhpauj5BXq2j8tm1iCO7aZV6en2/ko6uqGPOrVomjYtCg5hFyLCgQ50VBAeTkeGNmv6ONRU2T2fT8fOmjggJxCByvcsPx0K+rfXtDNFHTekTC5YWpBAL/jyNHatVOZDjB4LcxbXU6jbSbhubel5Ya15KR4UFVSwiFzNt06mREd8QjWudBn73ftQsWLZL1H3+8hTZtNnLRRZLXMGnSNZF2JyaKA6JLFzG6/f5L0bQX0KtR9O4tWgSFhVsJhc5i1Kg/4nK56d9/GF995WXqVA9ut5tgUK4/JUXGXmKi0TaXy81LL80BzgLSgQ589tl7tG9fEGWcV7F06UJ+9zs3n3/upbq6Gk0LEwqFmTt3FoMGXQm0BeD88+P3b3W1Md5rO58URUpkDhgQLZJZTXp6JQcPJhMOS/WLjAzzfsnJkiLUo4c415xO+TxwoBxHd654PJ66b9BPCMuxYGFhYWFhYWFhYREHPR3gZIgA6miaGPJ6GkI0Eu4+kWCwGrvdSTiczdChbrZtk5Dtdu2apw3l5WZdidxc8/o774y/36pVWxg40Jg1T0kRZ0JpqRhuJxr14ffLzHD79tKm00/38Prrxky6HkIfze7d0i+6MXnsmJFDX1d1g+Oxb59c0znnGEb5nj1Xs3Rp9FZ90bQ/kJtrLm+oKKfHbauiSDpBdbVhWB+PoiKzET5s2M9Yv15fm4OiHONXv2oLxI9k0NENeJ3o6g07dyby2GM3oSgqTmcCkyYZ9RbbtJF7arPBwIGZNeKIomPgdIZ49FEb1dU+8vO9jBplpKoMG+ama1c3EyaYNTI6dpQ0F1WVe6M7okaN8qCqXxMOi0Ki3Z5JRsYRbDYb4XAITdNYsmQBHs81DB7sQVVVQiHx8oTD3di82VAQPf/8+H2gi1HWRYcO0k//+Ec269eLE+a995IjUTubNsU6FvSoHT1lRVXFsdWjh5u5c7P5+msv11/vOSWiFcASb7SwsLCwsLCw+K+kulpCxCsrf+yW/OegaWJ45ueLoZGfL8ZTS4gQ1iYUEiNk9WqzvkE0b7yRi99/gHD4DYJBP7t3e0lPlxn8LVuoNWPedEpKzLP6tR0LdbFhwx7T96Qko0pAc0R96CkiNpvkv59xhhj2M2Y8HJNaoJ8/JcW4FlUVp83GjU0v91dZKREbulNCF19UlO4x22raHMJhs7nVps3EyOx/bRTFqPxxPHSBwoQE+Z6fDzt2RHuWLkdVxxMKvdewA0bRrx+oarDmWx+gHZoWjkSFRKP3bVLSmehOhTZt/Nx33yYWLZrJTTedS1bWA8ycmRkRrqyqkmoeai1LtGNHiYTp0MGcDuRyufn1r4dHvufm9mXwYDejRj0LuAAIh4N8/72Xzp3d3HzzXOx2B6qqoqq3omlyojPPFHHGuqjPoWO3SxpFz55yv10uN2lpOyPrN22SMb59uzgPwBCWPHBA/tV/U8JhGDHCza9+NfuUcSqAFbFgYWFhYWFhYfFfgaaJ8aq/zG/cKGG6hw/DmDFGbvx/Iz6fD6/XS9++Htq0kdDsvn3FUGjbNlaksLnRNMkdLyuTGeBOneJv9+mnU2o+XYHNlhmZ9U5OFs2Bw4clXUI3NhtLZaUYPkeOiFGek+NjxYqvKSn5Q4P2b9NmWJ3rGmow18fRo8b4LSmBhx6CgQPd3HKLOxKREArB8uXSD7V1HZKSJHS/qqrpVTX0ygO10zpqp4vURWlpJxYt+pjFi3/O8OFFPPlkO/bvN9JbRoyo39AsK5MojNNOM57nPXvgppuir+kAqrq7ziiO6GOlpMSmBjgc0KtXFbt36z8Kp6OqX9R7vAMHjM8DBpTx2GNu/P4qtJrQl+hUlfLy+AZ+aqrM+h85gkmXAuDii/vwr3/J57Vr4aWXwOebCVyPqo7Abt/LGWd4CAbhwgunM3LkMFas+IZXX/19ROj017+O3w96dM7xIkW6dhWnki5U+frrtwGrABGHPP98GaMXXwwPPij72O3imHM6xeGQlyd9NWcO9OolfZ2ZWf95fypYjgULCwsLCwsLixZAz+WuqpKyYwMG/Lh1y7dvl5x4RZGX3HXrfJG69H37uv9rHQs+n4/MzEz8fj82m5PnnpOZ7z17YNs2H7t2icE3fry7WTQC4lFRIUZex47GstrVDmrnzk+d+hwuV7/I97Q0KbmnqjIz27Zt49tRUCBGW1ISHDzo4+abM/H7ewMNcyyoauysPYjx1BzpJPn5sHOnjw8+8PLttzexbl07VqwQ/YYOHaS/8vN/w1tv9QbgjTfM+fKJidLPnTo13VmUl2c2QOfPlxKb0Ybwvfdu4skntxEOXw5AcnKQigrd7HKiaXvQNNnnvvsK2LDBECFMTc1m2jR3JHomFDLKd+rn37HDHNHyt78ZERiqCtOnV2CzPWyqlFG7NGdJiSwrLY2vwXD66a3ZvVs+ezyPMmRIdkzljWiiHQvh8HYCAX/EqaAoSsQpoc/m1xc5kJISW+K1Xz/ph9JSSQGZP19fk8CQIa9w8cVraypMwMiR7hqtCKOEZ/fuMG5c7LlycnysXCmVJRyO+p06iYnQs6c4Ctas8RIMrgXWAJIDoY+pDz+E6dNlvLdqJSKnPXqI466wUHQ/vvpKti0psRwLFhYWFhYWFhb/kVRUyEv3j2nEHz0qobGjRsls4ubN8lLatq0Yb/WVf2spDh2S8zsc4lS47z7DmElLy6Zv35MbkqtpRoh9aqrMuh86JO3r0KH+fZsTr9eL3+8nFAqhaX7WrZNSerm5Pv74R6OPhg/PZsKElumjaHV/EGOntuJ9err53Glp/SLbRjsg8vObHh3w1VcSuXHWWR7WrvXWGIf1WIC1yM832h/dpqZUPKhNYaGUEbz//swa0b7ZkXX/+Ec5eXmZ+P3VaJqxfPFi+EOUT0RVJdQejIoRjXEWaZohHgli4BsGrkFm5lAGDDiKz/c0fftO4JxzRnL//fDFF7HbrlqVjqK40LSVBIN+vvrKS2amm4ICcSKEw2LMDhki7T94UBwB+/dL248eBZ/PON7f/gZu9wBgdqTN+fmybzgszqtgUP7OOEOcIvEELQdFyTL4/WcybdqZ9fbNxo0FiLgidOkSICdHBTRsNjuXXHJ9RPSxoECiLeqLDkhOlvV6u/Tx1L//dNasiRXGqKwcwNNPj4+pDrJ6tbHNZZfFpl5EP2dOp5Nhw45f9rFnT3EUSzUNJ4HAfYTDn5i20TRYuhR+9ztx4nbuLNehR8xEi57W1mX4KWM5FiwsLCwsLCxOGcrLJaR8xIimC7M1BxUV8gLZurUYAl27inMBxBjo0+fkOj4qKyWsv00b+b5+vVlN/+uvvVx33cl1LJSWwpo18sKtKBIWvH27hLCfTMeCxyMGQnW1GCV6qPe6dUYfBQJ+li3ztphjobBQHCo6UjrQXO1g0CDzuXNz4zsgevZ0U1ra+OgAn8/HDTfIsV55xcmddz6Lw+HE7+8dmT3u1KmA/PzlaNqXQCqa9v9Mx8jLi9+mwYPdTXYslJfL+N24EXbs0PvF/PAcOJCEptkA80Xrs9V10VhByYoKEZDUjfC1a2O3sdnCpKWptG1rFkTMyIjvWADQtNdRlCex2RYybpyHDRvECO3Y0Zyj37evtKFjR0kX2L/fx9tvFxIMXgSIM6C2XVxdLY6IM86Q562wUAz24cNF1HLgQNHn6NBBHC2hkBjDZ0b5Eb79VtII8vPhkUdiz5GT42PVKge6Y+GTTx4hHA6hqip/+MPfueyy6ZSVyf4pKTJ7fzw6dRJH4+bNPu65R8aTqm4GXo3ZdteuVmiaHU2rNKVcfP+9sc3pp8ee48svzc94Q8o+pqRIv7VuLfoeS5cuZPnyLeTlmQUyP/gArr9enBl6dIndLvdu2zZju1PJsWCJN1pYWFhYWFicEgSDsH69hA83NN+5pdDDi/fulRdLp1O+t28vBsKPUb4wmowMKXdms9mw250MHuw56W06eFBeuDt0kIiF3bvFmCgtNQu3tTRut5t//jOba681CwBG95HucGgpocvaYo0ZGR7s9t6oqi0SQr5nj3mflSu3s3TpwhgHhNPZNP2AZcvMzozS0kKysrIZOHByVDtf4t5787n55k5MmZKHomQARjnF/HzwetdSXf0i4fCfCQSkTXa7GOR6GHxj+O47+QMYPVruiaqaQ35EnG8t8Jxp+YYNOyOCgfFo7Jg/dsyJb9rmAAAgAElEQVTsEIwnahkK7WfjxthzTpkCM2eK7kPr1gFU9W0gULO2D5qWxZVXbmLkSDdduxoVPhRFnpEDB2DrVmPW/cgRH7fdlkl2thFyMXFi/GtMSxOjduhQcWBlZEC3brJed16ApBgUFcn3rl1h5EjjODt2yLM5Zw4xaTlr1njRtD5RfbAFTQsDGqWlkqNRVSXOjbFjzU60uujQQcbL1q3GuAyH38Nmi/UWhcM27PZzI79nGRkejh2T6h0gztzaJSSPHZNqE3a7E1W1Nbzs42uvccaVvTnbo9L3rstY+v5L5Of/AlV9j7PPPhIRKz14MFYnAkT/ZPt243s8h8dPFStiwcLCwsLCwuKUoLhYDOjOnUXEbuBAMVCTkhoX7twclJTIedPSjHNHC+o1pqRcc5CfL+ePDlGPrl3fpYubysqmi/41Fr9fDCXdeHI4DH0BVZXZ2JOVLqJp0LGjm+nT3Tgc8fto0CAPTqebZctEK6Nfv+aLOAkEZJxGR2ksW+bG799Benou9957EJcrg0/M0dbs3n2MAwdewmazoyhEDKqmph2MHStGe3TpxlDIzZYtRrJ7OLyb0tKeTJs2m5wcH0uXvkwgECQcDgJ2Skvh3/++HhAviarmRCJAdIda7ZD7+qislD99bLhcMku8aNE+Pvyw9tan1fwZ7NsX4qabPJFQfMA05hvrWMjLMz9H69fPAGqLWRyKzJhH43TCDTfI34IFT5GV9QBwNbAgss2RI2Kc1x5biiKRPIcOGZFYa9Z48ftbAYY3IZ5jIRAwIpVatYJzzjGnBOiVM6qr5R6lp8v4SU2FCy+MNY4PHYLf/34+nTptYfLkX+JyuRk4MBPQQ8QqsNsL0TRbjNhjY3Rc0tNhwgRQFA8vveQkFPKjqgGCwY+AK2K2T0h4h3HjHqJVqyI0TaIwdPr1i/29raiAK690o6rZbN7s5aqrGlD28bXXYPp0VlVU4AX2FeUSADT2o6pX4HI9TKdOs3nnHdn8gw9iIxJ27TIcWh07mnVVfupYjgULCwsLCwuLUwLdeNZnR4uLJYJh6NCT+/KmaTKzl5pat0OjqkrWn6z2HDkCu3f7mDXLHKI+bZrkYRcUyIt2PBG35qSyElatknukabE5zyD9snfvyUsXqaiQdqWkxA/jv/ba2ZF2hsPGbGPtGdCmUju6IBiEt96SzwUFnXnyyc5062bMvhr0JBwOMXnyjXTu3NMkrKdHBzTGiB850s2cOdns3CmG99Gjbm6/HcC4CTbbYTIyxEDXjfw1a7z8618hiovlZEeOGKEXZ5/9LC6XiBooijhQWrVqeJtqa08cOwY7d7pRlIampPQmEAjy7rvzWLz4BVRVJRwO43A4+ctfsunfv+GpLaGQOCz37/dxyy26zsNUajsWVPVwvZUYwIiGCQZfQVULCQSWALB1azkLFvxvZP9onQqbzYgy0I+hKLlomkz/K8oqCgtDdOtmviZNM0fDxHvmunaVVJP0dBg8GL7+WvabOBEefTR2+5UrpwMhPvzwdl58EVJTjXN26wYPP/yFqe3BoPw2N8ZxqYvMTpzo5oknstm+3Ute3j4WLZpPPMfCsWMOPvnkfhTlKt591+yVHDjQvK3fL46GDh3gqqvcBALuhqXO3XcfvooKMgE/YMMwpnUniqoScSx8/rlofESP+ej0jNPMfrCfPJZjwcLCwsLCwuInj6bJS78+I6YoEjZcXCw5xSfTsVBdLUZdXU4Fu10E1+oqKdjc5OdLm2rrKkTPqjoc4gypT6m9OdBn62y2uqsWOBwS8VFR0TgjtKkcPmzcq2htA78/gVmzOuBw+PnHP5wMGiRGWYcO4lzo3Ll5SnQWFprHys6d5hD9vDy49loxhsykY7OlRUTxwJhJ79fPw7hxjav0UVUFgwa5GT/eTSAAv/pVrDL///t/D+JyGfHxLpfoCCxdepTi4lir8eDBzpHPrVtLjr/LZTaQ66OoyOwcefppmQWOplevHQwenMR333WjoKD2EZxAD6CScHgi4fC/gUKCQT8bN3oZO7bhjoWiInEuGNobyUDPmO0mTHDjctUvcBHtlBk4MJNbb5XlBw6oPPfcg9jtCqAQCgVNYoS1j9GmTddI+Ut4hTVrusat2nC86Kj27Q2RSF0DITdXntFf/QrefDPeXjbC4T/x+ONHTKH9/fsnR8aFTlVV06qUgDwbEya4GT7czZ49Pj74IJNA4K+AhzvuSOCNNwZz6JC+dRKa9m7MMaKFKEMhuZfDh8vzrEdzNIh9+/AiTgU9G+RGZIR1qblHuhbGrl1y3Z9/DpdeKs+SopgjKU41x4KlsWBhYWFhYWHxk6e83Cyq1rq1zMJ37Ro/D7q50TTJqd26VWa/t2zxsWDBnLj53XrpvZNBZSW8/rqPJUvmkJra3qSrED2rmpAgL9stiZ7z3K6dzKAebzb9ZOgsFBWJkJoeqaHPJKuqiqbdT0VFf0pLnTzySGlkH1UVQ23r1ljDu7EEg2KA7N1rjJdNm2K3i3UqCNdd9xxr1njJyfFFoi2ysh5g9uxMli+vW1sgHuXlhoPjzTdjIyQuuADOO29k7I6Aqu6Ou3zHDiMiIylJ7n1OTsO1DfLzjdl2TYt1KgDs3XsfX3xxGo8+uoIpU6BjR7MQhqKcC2wEXgPejJQ+POMMT6Oew337ROhRHyOKMizudu3bd2nQuHC53EybNhu3+8xISpAYxt0IBgMEg2YnYG127ICSkl4136pwOBbFREroxuzxHAspKSL2mS7ai/TvL46GYBDuuAPmzoWPPoLx44/U2rMD27cPNS3pHqfiaFXViYnpdukix3C53Mybl83NN1fxf/9XxW9/O5jXXhPthvrYufOf5OT4IhUyBg1quHPLRM+eeBB3la3m32uAOzvLfViwYA4bN/q4+GJjlw8/hD//eT9jx1bxyCP7T2nHghWxYGFhYWFhYfGTp7TUHOKbmGi8OJaWioEdHQ7c3GzdKuKDmgbffWcuU1h7tjEh4cRL7zWUN980FNUdDlH6Ly0tjKlHn5AgDpiDB5v4wn0cwmGZqUtIaFh6g8PR8pEmwSBs2GDWwdBnkufPf4gVK66ObLttmzlvJTVVV+WXWd6mkpcHmzaZx8sZZ+wB5MIvvVSqiezYEX//BQteJRT6CIfDyUUXXRujcH/BBQ2fkS8rIyI898YbxvI77oCpU+VzVVX8e/jrXwd4/PF/oWlHsdk+oWvXV9m3rxXhMDz1FPziF1JJQK8AUlhoaKF07Rp/TASD4oDTjd0DB+pq+Q8Eg35ycpZx331jWLDgWebO7YaYfKAo89A0PZoikwsvvIvLL5+Cy+WuSW0QY7i+cVlVJQZperoxRh55ZIWpbKBOcrJEShnOAqGwUH6j4s3c9+plOPZUdTA22yEkYiEAKKSmGla5HpWyY8e1gIQY9e+/iz/+8Z3IMx0Mythq107aEy/9IRpVldK4urMvMVGM702b5BkcPVqWP/lkJ156aTtvvZVISUn8gR+v4oOmnVh0T7t2Ellw7Bgx0RApKfCnP2Ey5s0EeffdW/jgA41nnsnmzDPdTddvefRR3NOnk12jseABzkxI5p0LrzOlUN100/MoylQ0TWXdOli3Tjrlvfd6YLOF0ef2TzXHghWxYGFhYWFhYfGTR68wEA9Na5pKfkPRy8F16CBGw2efxaYcRONwiKESDrdcm0CMMq83Vul/2rTZuFxuqqoMlX5deX79+voMuKazY4dEkDRUVyI5WQy5liQ/X+5D7dlcl8vN9OkPoRv3ddG+veSlN7Wdmib9sn27+R5F52BPmgTPP193bnow2CWyX2FhLqqqoqoqDodU+ti8WRxrDUF3LOTlGVE+SUnwy18a2xw5EhtJEgjAhAkZPPVUH26+uYj58+9m9Ggjh+XDD+HWW8WJA2Jg7t0rToU1a+puX2mpMeMOxI3kAFCU3aYInIwMDzbb3sj6cNjceePHPxkxTDt0kAiKLVsMccl4JSp/+EGcT3pbunVzc+jQrVFt2AiIAXz++fGrX4RCdVfF6N3b+Dx06HVccsn1/OY3t6GqNsLhME8/fXtMVMqnnxqlb2bNGmwytisqpJ/z8hoe6l87gig9PdbZYrfD9OkDeOGF+E4FpzPEuHHG94oK4z42pqxnbWw20cqpqIj/u9mlS31pXC+iaRUEg35WrfLSq1dd2zWAqVNh/nzcvXoxW1Fw9+pF7sPz+ZSEyDNcXV3J3LnT0LRVcQ8RCon53auXOEVOJSzHgoWFhYWFhcVPmtJSMVrrysd3OomTe918VFSIwaCqYgCedZanzpQDHU0To7Yl2bMntqyk3pbPPxfF90mTYOVK2d5uF2N561YxFpuLigrRDdBnnhuC02mkt7QEmiZtqm105eRISkJRkTNmn9rOKbtd9t8dPwvguFRUyJ9eQtFms2GztaO4WMpDqKrMGqemihh9t27ilIrOF9e051GUp1GUdL755mNCoRCKonLbbc+SluZm+3aZPa+PUEgE5crK5PjRBnzbtnvZssVIqUhMjB231dUy7gcNckecVsOHx55nVY2dlZQkGhqbN8t+e/fGbpuXJyUmow2vuhwLN998tykqyOVyc/31v67zev/85wAXX7yfF1/cjt0uWid79kgfLF8OXq+kp+jpDIcPSxqEHmng9a5hypRjVFUZlvisWQ4++QSWLJEx0bo1ptKkfr8RDRKPaGN306ZSFi9+gddee4ZQKISmhQkEqpk//6Go8qI2NM0o81m7v6uqJM8/IaHpgqyJiTLGa5eWBBFWHTIkeslsVNXF1Kn/oHONrEYwKOO7QwdxuJxoxZnUVIksqSt9pXbZxrvugiefXIPT+T+R37+RIz0xkSSNZupUGTDhMOzZg+PaqQwd6sEWJZQSCoWAz+o9jMt1gu34D8RyLFhYWFhYWFj8pHn3XR+LF89h0aL5Jl0D3UjcvdvHnj3HN7CaSm3l+p/9zM2FF27lvPPe4JlnvHz1lZvFi2Pz8ZvdsfDaazL1qaqEe/Ym9MpruN0Stj1q1HO0bbuSJ54YzOWXw733iiFZWCih7itWyCEcDjEIDh5svmbp/XO8cOx4tFSkSWmpGCjR0Qrr1/uYPv1/mTt3EHfdlRGzT7xIjhNJa9GvTQ+tv/76x/nFL9aiaTKY+vWDH36QMVxW5uOddyA7Gy6/3HwcTfsfVHUHweAYNC0MaJSXF9KtmziKjqedsWeP/HXqJPdp40Zj3aFDbzFzZiY5OT6CQTGOa88YV1fHRqKcfnqseGm0ZoPTKevbtxfDPfpZyMuD1avlmNFRSPEcC23bEnFmRDN2rDnGPLqUZ3m5g8OHezBvXkfWr/dFonV0DYX0dHGu7d0r9zYnR9qpKLBhg4+77z5MRYUR1z9gAPzqVwNJTzfGU9++ZgO4vFxSBGy2+DPu0REL4XB/wmFxKNhstkgli5UrP2fJkpdQ1T6o6hgkw1+M7Xgz3+npMGJE00UTFUUcApWV8dfPng3dulWgqu+gqn/H4djB2WefGVlfWCjVGIYNk1SK5qjw0rlz3focI0aYv48eLZE08+ZlM2PGwzzxRDbnn+9u9tLDrVqJU+2SS65HMV3k5/XuF8/59lOn2TQWFEWxAauBg5qmXaQoSjvgTaA3sAf4paZpLfRfuoWFhYWFhcV/I59/rpcHrK4xqm5EVdtz8827eOGFGyM5r7fd9ixvvVXI1KkeJk5seN55QygsFINc5x//gMWLewI9I9oLII6FCRNk28REMVjOOKOZKh/U1Ff36bm/+/cSevYG3l+3BP/gi1i58jrAGVfI0u+HBx+s4pNPElEUMUR++MEwhE6UoiJz/0SjO1v09/HCQjFmFEVmS/fskf450dnO2uTmmmeQNQ3mzEkjGHy9zn0OHIgtW2eziSPmeDPS8cjLk+sKBmHVKjdvvuk2OSm6dDkSU/rS5XKbjFAdv781sBBVHYjdrpcilHFWWBjbzzqhkIzPQ4d8fPSRlAdcuXIIoIdy+CLpPAMGuCPtBTHwdEdD27bijNLz/zMyPNx3n5unnjJSC/bvN84bPYuuqpIm0bevOFu2bpXjRfen34+p8kD79hL1cNtt8fu2d2+JGjh2TI6VlQVXXlnbuZfGl1+uY8QIN6pq1vNIT5cIhsREcW44HHJtTzzxKeHwg5HtMjM/4LHHLo48J7rzpWNHIzIjLU0igNLTxaFVVRWbFmAOzx8YmWG/885n+eKLd1m58nM0LUwwOAtNe9q0b3QES3QbkpNP/LclPV2iveLpIwwcCA8/vIGlS7OBqyPVSQIBeeY7doyvt3Ai1JfWoetAgIwP/TnRNRny8lpGP0bXsLjggmv48MOXCQb9qKqNiy4axuLFde9nORbq5zZgC8Yv0b1AtqZpjyuKcm/N93ua8XwWFhYWFhYWPzJer48vvvBywQUe3O7mNdgbwscfewkG/TVOhZnAc4TD8Nprvighu2qeeWYW4XCY1193kp2d3agyc8ejoMBsKCxaZHyODpN/7DH5a9NGxPGSk2Vmdty4ZjDg49RXVwLVBD9/i3C2A7g6Zpd27UooKrIBKRQWJvLll2vweDKw28U4OXas4ZoI9VFQEKt/sX+/GIX79unpI7Ldxo2QmQlPPCEGYVERfPONCP81p/hmXp75nv3737Bz56C6dwC++24v+/f/K0b4EsRYbIxjQVenb9VK1PbnzTOvT0vz07XrkrjlQYcPh9/+Vpw/iYmiUyDGe0/OOut9rr++daR9Nps4D6qqpK9TU4mEqoP0b06OIR6pqk6CQUM0QlG+i6TQBAJGWcKqKokA0h0+bdpIJZTZs82OkLffdjNpkmwT7ViIpn17GWurVxtlSGs7otauNdJzevSAd9+VKIC6ctRbt4a//EVSG668UvZJTo7Vh+jY0RN3f5vNcAi0akVE26C62ghvV9X/Y+rUwaZnNxiUe+JwwJgxsG6djDWbTfqobVtxltV2LHTpIvvINXbmrLM+orw8g/feaw/8Erv95wSDa9G0OTFtre3sqqyMr4/QFFJS6taC0ftEv9+TJolYZnGx6CH06NE8bYgmIUHapGuj6KKaPXpIH952G3z2Gdx4o/ncx45JVEpzlIetjR7ZkZholBDVU84++qiS6urYH67UVHEmFRY2f3t+TJolFUJRlO7AJODFqMWXAi/XfH4ZmNwc57KwsLCwsLD4z8Dn83HBBZk8+ugDZGZm4vM1rrzdiaJp0Lu3XvptFPBcZF1xsRu7PQ2bzYaiqIRCoYha/vvve5utDX6/GCu6UdkQbYKyMvjiC3nJrahoppfLWvXVA1GfNe3syGaK8hU22y9RlGsoKekHrIusW7ZsZ+SzqjZc9K8+dGV/3QDV01PmzCmIhMZXV8OyZUYIfna2GF969ISmyezxiZZ21NEF+vR7duwYPPussd5ujy/ssHixl6ysByKpAfr1vPnmnEaXdqyslHbY7fDZZ9Hqj7tQlJupqOhM375aRHtBVW3k5u4jJ8dHKAQ33SSz8H/9K9x8s7H311//nBdfdJuqSGiaGHtS1lKWFRZKBMDOnfDllwvx+6sIhycRDJYA+jT3fkaPHhyJlNCN7PR0ifjo1Uvur6bJ8k2bYkVLO3Qw7n1pad1jqnVrmeFu3z7WqVBVBXOi7OmMDBmfulOhLkHEM86A//kfY9b8ootit3E4BscurCEhwTBE16zx4vc7AGNa/JlnXDEOpmDQcIAlJsos+rhxcOaZcq9TU432hsPidAiHZd2oUcZxli8/j7Vr2/P99/D992nY7V+hKFejpz9EUztiQdc1aA6Sk+t+7tasiS9SqyjN59iIR5cuRhRMebn0t/67e/XVsHAhnH22eZ+KCtGFaCm6dZO2uFxuLr54NuXlMHNmJn7/jZFtoqOuhg1rWmrYfzrNdUnPAncD0T6tTpqmHQao+bcFCwZZWFhYWFhYnGyWLfPi98uLpd8v5e1OBkePikFUWgr9+8ssUffub8VsN27cJkaO/JKbb16A05mAzWbD4XDSrZsnriBZUygrM794xxOii4duVLduXXcpwUZRq766I+qzooyPbDZu3Bo0bRGa9gpQgqIYieuJiYbRlJxM3LSJxnLsmNE/+gznc889w6pV9U8dfvml8TktTaoRHDly4u2p3SaQCBNd3DM9HT7/3MncueDxmEvYhcO9TUaUfj0LFz7AFVc0zrF29KgYXjk5PlasKIlaczWalkUoVEZpaSFZWdlMnnwjoLB48QvMnJnJqlU+SqJ2uewyMbZ0vv1WZut17HaJFlAUiVAoLxe9gt27xTn48ccvoWkaMI9ow1VVVzN9+kMR4zkclnHRrp0Yc6edJqU2W7WSGfloEUo9ykFVzeHwdUUtxKO6WvQ/xo0zND8cjmrGjl0T2aa8vO4qJrU1TH7zG2LKDEbrPtRHRoYHu308erB39+7ljBt3Rsx2waA5GkF3gOipH9Hr9BQD3dly112xFUp0KiuTCIf/GXdddMRCUZE44xojlFofCQnSpngO07qEYfX9Wop27czOmXbtYiNRotFTQ5qqNdEQOnWSiJTDh+V+r14tThdNew1VvZSLL36De6Li9nv12sVLL81hyxbfKeVgOOFLURTlIiBP07Q1x904/v7TFUVZrSjK6vyWritkYWFhYWFh0WzIy7YTVbXhdDrxeDwn5bwlJRJivGWLGE0DBrjJzY2djvrii86sXj2W9euvIitLBLyysrIZMMDdZMG92uzaZRgLOTk+XnrpPdN6RQGP52MUZTJwOLL8++/FMkxOrn8mt8E8+iju5GSygYcBL/C5M4Hp43+HpsmUpt0OU6eeFTEGHI4Ezj9/aOQQR48aid5JSTLLXddscEMpKzNm5mTWN4CmXQeIBTVoEDz8sMxURxPtWIATq75Qm+JiI2d+wYI5fPSRMRhuukmMvdGj4amn4IYbovc8B1U9H5stgYwMj2nGNhDws2yZt0Fik3qZyVat4JtvVqBputCgH5stx2SouVxuOnfuSSgUjDg11q71mmb1nU647z7zDLFePhHkXubmSh+qqqRQVFSI8blzp7dGwb4jEOWdQOOOO35mmpHXNOm3tDRRtE9MlFlgfSb4jDPcPPOM8Zzp+0Y7FhpqyIOEtC9fbl4WCNzB/fefHYkY8fuN0PhoystjHWPdu8Nbb5mjH7799ofIserD5XJz3nlZke9jx5rFC44dk2clGKxf1yApSdp75IgYxMOHi9GuaRIBcuedxrannSYh/ccz0nXdgcpKOX5GRuP1PuqjrkoMuuho9P0OBqW9zS2QGE1qqlxfdGpMfdVjqqpkrLekAa+qUiUjJQVGjoRx4zxRv7OfMWVKLyZNgttvhyuu2Mvbb49g3rwHmD07k5UrT26kX0vSHBoLY4FLFEW5EPlfoo2iKK8CRxRF6aJp2mFFUboAefF21jRtPjAfYNSoUc0U5GZhYWFhYWHR0nTv7uapp7JZu9bLlCknT2OhpEReyouLRXTugw92Ewj8ts7tly+HwYOXM3q0GGrFxRKCfKIzWKWlElLesWN0DvZ96Nmf11wDt94KGzem4fN9it//CzQtB4BNm4rIydmCy+XGbpf2nJCewdSpAIz5432M2b8Pf6eeHLzlUfokTIWvZJMhQ2DUqNGmPGBFcfPxx7Jej5zQBfj69fMwerS7SeXqNE0cAdu2GYZPu3aT0LQbiA5ivfRSuOAC6NLFx9dff8fLL89C01Q2btQoLFQiDoekJMml1ksbngh5ebBzp4/bbsvE72+DpslUoqrCueeat+3c2dApAAiHP6Z//x2sWvUu7dq1x+FwEgj4sdudDB7sYd06mWGvLww8P1/GTqdOkJr6i8hyRdnIPfc8TWlpoUnHQZ8ZDgblPC6XRAJomnGeMWOkbOiZNaL8FRVyno4dxQGQlib9pmmSZqKHyuvHDgSGRHLpVRU++UShXbvYNAGnU+5F9+7yPTnZcKwlJ0tFlNGjzb8D0cKEjXEsvPfeFiA6zn8uMI9AQInoTQSDYjQWFppn+ysqxEEUCsUaudGOjj17QsycmRkxjKPFJ2unOezf3z3yuXZpw2PHjGoF9Rn1qip6IuXlcj8cDujaVWa627WDKVPEOC0okGcjKUmcD7NmmY+TkCDnmzbN3AaXq3mdCiDPgP7bcOSI/E7pfa0LI+rojp6WRFXFmbVxo5E+oyjm5yEa3bHQ0qSlwdix4sCdPNlNWVk2u3aZx5LL5WPFiocIBMprxDgl0u/H0CdqCU7YsaBp2mxgNoCiKB7gLk3TrlIU5S/AtcDjNf++f6LnsrCwsLCwsPjPwOfz8X//52XMGA/XXjubtm1ldvro0ZZR3o6mtFReuPfu9TFrVibV1Q9E1k2ZQlwl7vnzP+af/3yIrKxsBg92c/CglIlrSh5wcbGEkofDhpHr832D3z8NMN70+/aV4+sze/PmPcaqVfraXqxa9TYul5vWreHQIZmhPCGmTqXwF1P57jtD4d77J2O1bgxFGwMVFcZL+e7dYd56awF/+9utEUG2Xr2yueyyxr/0lpSIun/79vKinZPj44UXehDtVEhIgF/8Qtbdcksmfn81mjYCGI+mKbz++k5mzepnOm5pqVm9vzGEQtLPxcWwcaMeqnw+egCvy0WME8Vul7KP0RUJvv++P99/fxpO59XcddezlJYW0q+fh1atJBKmvLxukbiqKokm0J1IFRWG8e7xdOOyy2LLXOrjZ+nShaZ2hULyr46qyjXkiO+KPXukrxTFaE9ioizTx61+7IULS9AzmX7xCzFy41Gf0dqqVfwIF0XZAfQHICenADi+lZeT42P9+ugSAOege8hU1W4Ku+/cWZwo0WiaODoCgfodC9CXQCDE0qULWbp0IUuWLCAUCpqqcIDct++/N/aq7VjQnU+KUncFFJ3o+wHyO+RwiCOuQweYONG8/ZgxErnwwgvyfdw4uP9+SQFxuYzr1bS679uJkJIif7m54owtLa07ZcPvbz59h/ro3Fl+gzt1MqJoitusAK4AACAASURBVIulnbX7X9NaRrQxHvrzKNEobsaOdfP99xIZlZranqefvr3mdy6Moqg4HCcv0u9k0JJZHY8DP1cU5Qfg5zXfLSwsLCwsLH7i+Hw+MjMzWbDgAWbNymTHDh+FhaJOv2tXy547HBbDzeEwxMPE6BC6dt1Gr17fxuynaeMIBv0sXbqQV16Zw/r1vrjhvQ3h4EExNGw2MRDLy+Gzz2agaXOBrpHt+kXZxC6Xmxkz/gjoSeY2evQ4DxBjraKi7nrxjaGgwDD+VqyQigM6Y8bEbp+cDB06yIk1TeWpp+bh91ebwvub2g6Hw3Aq3HTT/eTmGjO+druEBe/e7WP+/IciL9uwJLLNt9+aOyQxURwDTWXXLjG627c3Zurhksj62oJvOnffbYjvGVxGIPBbSksLmTZtNgMGuCMifMXFcj+3bpUtAwF49VUft902h3nzfJHKASDGkc4553SOPgGaZlbk//DDl1m8+AVmz85kzx5f3Lz36OiAPXviX8+2bWLo6CkALpebrl0viHuM2tRnNDudRvpFRQUsW+ZjzpyZvPyyIWC3atUBNmw4fuj3N9+sAIbUfAsC36EoCjabnbvv/kfE4NeN6VatZDa9qEj6OzFR7nO8EPlWrSA1VV/hBHrx3nsv8O67zxMIVMeIEQJ8953hNOnb1xztFAiYHS7HcyzUJikJBg8WI1mPeqjN734naTo//7mMx/R0GDHCCO+vrJTrrcvgP1F69ZLrGj5cnFJ1idQGg/WXhGwukpOlnKTuSBk0SBzauhBuOCy/Qfp4bJaSvo1AVaXPVqzw1UTEPMATT9wS+Z1TVZWRIyfywQfZp0y0AjRvuUk0TfMiaX1omlYIZDbn8S0sLCwsLCx+fLxeQ7QxGPSzfr2Xjh3d7NnjY906L4riYdy4lnlZqqw0Ql5F46Edfn9N/DcaL7yQSSBQgareTNeukzlwQJdaPwdVfdI0I3naadlcfHHj2hkKSdhyaqo4FsJhedHfsyd2SkzPPY8Orx40qA1btsjypKSRkW0VRWb5T7Sk4pEj8tJdVSXaBTrnnhs7y6rTuvVe8vJEAS4cvhabbRMQwG53MmCAp0ntOHjQrKgfCNwRWde79zdMmvQVNlt7Zs6MnsFT0DQjqb6kpL/pmK1aSRpDvPD2hpCfDwcO+Pj4Y7kXjz66nHvvdUUMxnPOib/fiBHw3HMy7u6+O5dly8QBoGmPc9pp4klLSxPjsrpaZpKzs31kZ3u5+moPx47BDTdkEgwaZRjT0iSMP9qxMLRG7kIfL6ed5qF/fzdt2xKj57Bpk5e+fd0x46V3b+NzPMdCdIlAm83GJZdcz6RJ17B3r/EcRB9DR8+dry9PXTeu/X5YvdrH/fdn4vdXoWnREQojyMr6hqys+qOF2rQ5P+rbeq655lZSUtIiYeXhsLRFVcWYdrlkzOfmirDr0KHyLNUl7Ni3r5N1NQVRNK0/4fAPkXWKosSIEb4fFXc9dqz5WNXVYtSXlclsfmMdC8Y1y/61S1GCjPcbb4xdrlNeDv37173+ROnSRX7zWrUSx8qGDXKdbdqYf7M0reWcG7UZNswYQ6mp8ldcLOMgGJSxoaeY2ZvV4m0YnTrBunXGc6uqKjabDU2T8XXVVQ9x7rmnjlMBmtmxYGFhYWFhYXHq4/HIbK+m+SMv4AUFPu6+WwyWN990kp3dMjMx0bP6Lpeb6677mvnz5XUmPf0IRUW5aFoIVX2cCRO6sHChOBbs9vFcdNHveP/95yPGmdfrbbRjobRUXlp1w3bVKsltr03btvKCXbvWu9u9iy1bJA4+Ot9cF9iLVvdvDBUV0jY9t/ydd4wqCqmpcO+9dRtyo0YlRkWazKJt29MZP/4VLrroGrp0ceP3ixERDjfMoC8vl/uk51onJ1+CMfsc5sCBGWRlbUFRFMLhcGQG78wzJ3LOOVfy1FNBQiE7eXmJFBcbs8OqakSsNHZWNByGVat83HuvcS+GDNlPMChW4M9+VvdMfUmJ9KGiwMMPd2by5CoKChKB9rz4osqYMYYxlZgIX33lY/ZscSS8/baTiROvJRg0l+Vzudx4vUSqO7RrJxUWao+XV17Jxm53M3iwJ6Ln4HA4GT/ec9yIhXgVSqIdFOFwiEWLnufDD1+mTZsidEHNeI4FvdRkfTidMj7Ky6GgQE810YB84FXgKgBWrx7L8uUwfnz84+Tk+Fi+3CjbMnFiN37/+yci348dM1JiEhNlXOgpLB06yFjt3FkcHHWVSuzRgyjHwkxgDZCHqjqYMuUGJk26JhIVUVBgFpG89FLzsaqrZXwkJEjbmupYSElpmlhqOCxjs7YAanNitxvPXLduco2BgETl1HZutWRFiGji/Z516iQpJaGQpJZt2dKy/VIfKSkwZoyHN94w9FHuvFNSp4YN8zBsmLtFRS5/DE6hAhcWFhYWFhYWJwO3281LL2Vz3XWGGvjatYbB0pKlJysqYMsWCeXesMHHV18NiKwbOzZgKn/m8ZxO15rMhGDQSY8es6KUup0MGeJp9Plzc81hzxs2GJ+7dTMM7/NrJlxr13oPBIwp6ujSe8nJMqMeHfreGNauhfXr5TjhMPzrX8a6G26o/+X6ttt6M2CAURmhoOAsPvhgDyCGWUWFRGn88EMdB6hFSYnx0l9VBf/8p5ET0r37WsLhLRHDVlFAVVUcjgSmT3+IK6/8HUOGGPNeGzeaj60oNKjyQm0qK2HDhuhZfw9r1xqd8oc/xDdUwmG5Hj1EPTERrrrKKE+xaVNb/ud/RJ88J8fHP/85h2XLFkYcCWJcExl3qmojN3cfOTk+3njDOM+UKWIg145M2LLFy1lnwaBBIpR67bUP89pr2Ywd6447VmpHLNTuKz0FRKm5WE3TCAQUCgpkUCuKWYNA08RBVVZ2/Dz15GSJjJk4ES66yIPTKRVjxBHyPp06GWN/7ly4+mr5i67ekJPjY8aMC1m92rBWzz3X7G3Tqx+Ul8cKBdpsIlKqG/rRhELG82We3b8YWA+8j6pWcPBgFmlphsNx8WJDvPP002MdL6GQ9E379vJvU6sPJCbW7Qipj6NHxSHZ3KKNdeFwyG9dly6GtkNurlGy9WQ5FuKhl6LUNGmfyyXOhh+LSZPczJkjlTOefDKbCROmM23abPr3d7eIHsaPjRWxYGFhYWFhYdFo+vVz06OHEYptqMv7W1SQyuuV2WC/vxpFySQc/hSQl9lZs3pw6aXZJlX3MWNg0SLZ99VXB/HYY1+xa9dnjBjhoU+fxkUraJrk+EcbM9Gh7DNmSE35bduMsPraiv4ZGd355htZF+1Y0Gfjjx1r/Gx8ZaUYFxHBRq8RDZGUFOTSS+t/3UtIgIUL23D11Zv54QeJLAgE/sjq1V4uucRNRYW0ta686tocOmSEcz/zzD7y83vWrCnmssu28Pzzzppc9jCaBjabjTvvfDYyQzx0qCFAuHGjeWY7IUHyqLsaUhYNoqICXC7jXoTD/xNZd8klku4QDz3ywu83ohICgfeAd4H7Afj2244sXbqBxx4zUgxsNjuKAna7k8suu4YrrrgmIg64ePELLFmygUBAtEBstjBXXCHWaO3xMnGip2bmE0IhNz17ypiuy4js3t0QEjxyBDweuPzyvcyeLaEM0UKQS5YsIBwOoqqDCATk/F27mg3DkhKJpOjbt2Ez8XrIudvt5v33s/nXv7ycc448iwcOwGQpmMLOncY+jzyST0bGi2RkeFix4mv8/ncBEbFUlDAjRpgtdU0TjYEdO6RtdREdkh8OS1i8wyH7XnqpRCwsW6Zv0QW4hGBQtEmuvDLA7bf/QPv2g3nxReM4U6bEnkdR5FwOx4kZsU1NIaiuri1IeXJISJAIkdxco3pKaemPk3agk5Ii4yMpSX6D6hsfJ4O0NBg40M348W7y8gzNj0CgZYQ2f2wsx4KFhYWFhcVPiOYot3eiaJq8QLZuLS/n/foZBsvKlWLUt0QaRDAIy5d7Izn5mvb7yLqLL5aQ+bZtzeXPpk+HL78UY7SoCN58cxRz545CUSRCIBhs+IvwsWPyQqhvr2mwebOx3m5fR58+IyPaCmD0i+7saNNmIP/7v7Juwwbpv5E1UguKIg6CxjoWysrMs+3//GcxIPkDfv/f2LnzrJjSeWB2ZNjtcOONVdx9tx8RtDubVq3a4XRKtEJRkZzjeP0VDMq2eoSEz2c0TFHuJxTqTlZWNvPnP8TKlZ/XCDZqlJYWRvWZEXER7bgBMb70mVE9z74hlJbCsGFyL7KzN/DaaxNr2qSRlvYcOTmnx+2jykoxDvSUBRDj3+nMxO8fjeiTw5df7o9EGigKTJ58I5079zSVmluzxksoFKyJ1rgicjxNe4vDh3vRoYM7Ml58Pi9nneXhrLNk36Qk6ZfVq6UP6roHdrs4F6LTIN59N4UBA+ZTVmaUsXS53EyadA2rV3s5fHhqpJJK9Gx8KCT3s1+/pml/nHuum1DIHXF4de8O/fuXsWOHeYCvWNGBlStfwOF4hD59NgHGA3TRRYfo1MkQ/dQ0Qxhv9+76Sxs6HDJmw2F51rt3N6IjWrWCv/xFnHCzZ8c6zUIhB08/3RVF0dA0GcN9+8KECfHPpd+TAQPir28ICQn1l02Mhy5U2ZSSsM2B3qc/+5mMkaZEEzUnDodEq5yM8pINoXVrGRd+v1HJRaely3L+GFipEBYWFhYWFj8RjhyBb76R8PIfk+pqeUH6y19EUOy3v5U2uVxubrhhNr16uZsU0lsXBw9K2PP27TB4sAdVVYE2wHmRbX772/j7pqfDo48aBuiqVbB0qfla6sPvF+O/ulqEwaIN2X37xKgXCnjwwbERpf3qamk3wNChbq68cjYul5uePaFr14rINrffbkQXJCYaugiNITfXmO0sKYHNm1Mj6zRtbkTd3u+X9UVF8m9+vryI60rqEyZkMH58cWTf7duHkJBgTm0oL6+/LUePGjnfwSAUFhqhBQ7HxxHDdvr0h3A6EyJpK9FCebqIIUjEgl5dQY4hY62yUqqQHK89OkVFusifG1WdEVmuKB/z6qu3MXNmZuTeRRMOi8Mqejy7XG7mzctm1CjD2nY6R+JwOGvGpsLPfjaSadNmm5wVejSCzWYDzo06y79MFQhcLjeXXz4bj8fs6OjYUULxW7WqP+y9b9/aS9rx5JPPkpX1ADfd5GHOnJnk5Phwudzs3z+bxYuNad1op1hpqRyrqYKiDocYVrm5hohit27fxN1W0/4Xv/9fbNtmNOCyy/bxpz91N22n6xmkpZnLZsZDL+tYUCC/A0OGGIa7jscDjz8us9s2G/Ttuw34/+x9eXwU9f3+M3tlc5+EcIUr3LAc4RoFDYJWQauiVSsFRSviV6pUpYpoS4sWW0WpioD+lGK9Dy65KgRXEVaOIIZLkHBEAiH3ucnuzs78/njnM8fu5t5N0nae1yuvbHZmZz/zmSPzPO/3+3lfqlsapxEV3njD//s8HpqfYETpDQYab6BOFr7IzqZysAMHHEhJaVnb3GCAOqwQSTaZ2k/gUKNXL8qg6AjgOMpiKSyk0ozoaLpnWSxtZ3LZltCFBR06dOjQoeM/AGVlRKSczqaTqVDB6SQyyqKc+fkUSQWUlH6nMzjf5fFQZP/rrylCOXEijyefXAGD4SZQZB3o2bNKTnn1ehUhgmH0aODXv1b+fuklD1auXI4TJxyorW24rvnkSWpTmJdHkXu1Y7s2mr4fXi+1s1yzZinOrFqMax/ohVFjDBh6Yy/EbX0fNTXA0aMOFBaOAyMv1dXA2rW0hfBwIkE1NSRmqKNb9UEUlU4QALBrF7WNJDhgNufLpL2sjGqj+/Wj3+PH0090NOTWm7NmKbncBw/SA3BJCa3Dcf7nnsdD38/IUHGxQrJycgC3m0wnoqLKsWrV+zLRZpH5uXMVnw6Gzp2VFObaWmq1d/iw8p0cR9s+f75pEVJJon0PCyOxY/16j2rZqoDtBdX+BQkJiq+HukXj9OkT5HWqqrrh8ceXw2AwQhRFLFs230+oYPt8770vAmC1F16YTPs0wgobc6DMFZZybjIpXUl8MWMGEBGhbdXp9T4HUXwXHs8orFu3Gg89NBkbNhzBF18o6yQmKqUK9JnWG9+lpNCxjIyk7d1+eyKAQDeHGwEorohG46u48cY8P8JcU0MigcFALRobi/pGRdE5bLOR0BEfr5QOsXPn6quBzZuBf/8beOaZEpjND2q2ERt7AY88csAvCl5VRWJjMMsQYmIaFxaYwefKlc9iwYLJOHOm8fadoYLZ3HLD2VChWzcSnzoKWBvR5GQ6d0tKqISkvcSgUEIXFnTo0KFDh47/ABQUEDEKC6NIYntBFMnE7+uvte8zh3WASE+gVnctQXU1PYB16kQ/e/YA69bNgSi+J69zww2Kq1xRET1Y+gobDz6oRLGqqsx4552fsXDhZOzZ48CPP5Jo4IviYsom6N6d6rlLS7XRW7WwwHEHYDAYsWnTGqx84xnM+def8a+C83hBknC44DyGvTYHkRveh8Nhh9d7AsCd8me3byfiy4jiDz/Q9zYlM6WyUtt+cccOZdmECVUyaWfp1WlpFNEbOJAIs8lE77HvGjJE2UcmpvToQdE1JjIAihhTVEQ16XY7eSvk5yvdA9TzM25crF+pgc3G49ZbF6JLF14medXVNJZnn1XMAtnfTNTgOIqAR0cr42lsjo4edWDt2qVYvXodqqqYWcBFGI07NVkTgkDXWnExCSZRUcCxY9RNYuXKZzWZDero/tmzQHl5sdzlwleoUO/zoEG/B0CsIjn5Mlat2qCZm6oqmt9AbQfVYO03Cwq0qfwGgwOCkARgsWrt6QDuBvAJJCkeHs81ePNNRTW44grg88/9jQkb6wTRGNLSqC1gTAyNkefHYv788+jb9wQWLDiG0aMDfeo9SNITAedPEJSoODt/G0KPHsDYsUp0ODlZOcfUHWZiYmi7NhuP1asXYvBgprh8jfLy4ViwYKJGKPJ4SAC48spAGSItR2xs41lUBw9qDT4PHLAHbwA6go7oaDrvYmPpnHW7O06pRrChCws6dOjQoUPHfwAKC4nwhYfTa6BpKbPBxsWLwLffOvDJJ1pGpxYW4uIomqyUCbQcdrsDn3yyFEePOmA0Ai+/rE2NByidGSDCkJBApNk3CyEiArjvPuVvSboFHo8bX35pR05O4H73xcVK7bQoamufJYnKKhiuuCIBv/zlfVRDL4lwAZgH4FkAkwHsq3FiyAeLMG5cRl3K/F5w3CEARCQ2bKDtGAxEli0WLfGpD/n5wKlTFE3fvfsgsrLofY4DFi26ViasLpfipeALtVhiNiueDwBlLTDTPpZRcfy44i1x6RId79hYOgcqKpR0cbX/xJAh8IPTSfM7fDjt78WLNK+VlTSGp546jLCwGvl7/vSnfKxZsxS5uQ5YLPTAXlzsv11fbN7swNNPkzDwz38qqfgcZ8fNN9+jyZooKaFI+KRJ9PCflATs2WP3axcJUCSelcZcvAikpNwAkykuYHmHGuwYAcD113eVj1F1NYkZ4eFaMlwfBg6kjJMRI0iYYuJQVpYdguAC8F2AT/UAUAxR3IyCAqVM5Xe/03Z9EITgpGuz6yU6WiHMv/nNIHz88SDceecQLF9O5UCDBgGpqdUwmX4Fg+FemM0mv/kTBNpec2rTExK068fG0jw3ZLJos/GYNOkogEgAGQBK/ISi0lI6T5rrh9IYoqJIKJQkpbWq06m9nw0cmAGTSeluM2VKRnAHoSOoiIigcyUsTOke8t/orwDo5o06dOjQoUNHh4fHQ4QtOZkeMIuLiURkZREBayyyGSx4vcC6dQ4sXPgMPJ5MzbLsbGDBgnxMnZqCSZNoTCdPUhlCS1M+HQ4H7rqLnPY//NCCV175Crm54zTrdOtG5nIAEfG+fSnKGhlJRKasjMiE1UpkcelSZsZ2JUymHujbNwNWK82p262tXWd1+QARTHXaucOhNsirwIEDS/DEE8+Ro7+rBhwALwARgBuAHcD4/Fzcfz8PlysTR47YkZdXLqeif/YZcM89RIQ4jr67oqLhyJYoAl9+6cCTT9IcGQynIYpvAyCy2amTsm5NjX80moEJC0w4GT0a2EsNC3DgAHVNAEhgKCigbXEcRWqLiii93GCg71OLXeqMBbVvAkNVFZ2/KSl0bpeW0gP3V18BP/zgwJIlk+F2TwdA2Sl2ezK+/no1LBZFCAhkwHn0KHU3YNHBHTuUCC9wpbye0bgP06bNkok96wDRowftT3o6zfGkSUrHE7VgEBZG59/PP9PcPfvsCMTGXsTtt7+BK68cF9AMEtAKC+nU/EAuH+J5ms+mQO0qbzBQy1GrVd2h5VCT2pdecQWVx6hRW9v6Mgg1oqMVLxE1qH0n/QCRyM5+DFlZozSmlwzFxSRQtca8NiqKjllaWsN+JjSHi+VMEPVxdzrpntLcziRNQUICnX8XLtA50bkz3f+LipTrOS2Nx/LlmThwwI7x4zMwYULwjXJ1BBfs2FmtJEi21f/stoYuLOjQoUOHDh0dHKwcAFDMx06doihp//6hf0ipriaiXl4OHDpkhyAEzF/GV1+l4JtvRKxbZ0C3bvTgfvlyy4207HaFEAqCG599tguAVli45RZtFgGLIHbtSiUFyclEYK1WImyjRnF1xM6AO+7IxIABfRAXR1kg5eXKA6AoErFn5I3jqNygpIRKF15+WT2Kd+D1lqC8vBgrV2biwiNT0bmqDPNBooIFFPfk6owDxo8nIvDOOzcAOAsgHvn5VG7BCB4zTWwI5LuhzJEkKX0Zx4/XrqtOIfeF0UjH1+MhYWXMGGXZ119X4ocfjmL4cBozq/EvKiLvCa9XidobjSRSSBLwyitnceZMLwAcDAaKrqvBOjow8mo0KiJKfDywfj3tlyS9D+ABAFcDMECSroMgvIOsLLsm0s9qqsvKaFxlZUSY8/OVNpM0T4qw8Mc/zobNpvSZrKykfVfvj9FIrRNXrcrE3r128LyW8PburW0bWl5uQVLSfNhsgef6+HG6dgHAYJAwfDidvLW1tP9NFRV8kZxM5z611VQ6kaxY0fDnYmOBRx7xf5+NJ1hg50VjYB0r1Cgro3MzLq71fgZmM2WDGAxK6VGgziJUEmHHli3vAgAGDBgpZyx068bLRpChwMCBdBx79qTrzeulbKDSUjpeRiNwyy08kpJ4DBsWmjHoCA04zl/E+2+CXgqhQ4cOHTp0dHD4thMESFSIiaGHzVBCFCkdvqSEvjM9PQMcV//TrNdrwA8/0Ov4eEqH923l1lTwvOKibzAY8fXXp+VlCQku/P3vwMyZyjgNBqUmPCmJyJZvWcQklRn/qVN90Lmz0oeetaIDKHrNuhuo8cwzvqKCCI57XY5o2mw87njsddwfFoFMAEsAZALgIyKoPQXouJEgUAng3/KWPvtM6RHYmLDg8VBUk0WnDQYjJGmyvHycVn+BJGlT3X2RkKCk0vfvD4SHCwAApzMaDz00W64vZ14O0dHkwRCotOLFF8/hgw96g/kI9OhRpRG/WEvKbt2UMgs1unShdG/WZYHjNqmWTtVEjzmOsii+/ZZI+08/EfmqrAROnKDsBZ4nov3rX68A0Fke//XXK6KC203kt74o/YQJPO64Y6Ef6VX7LDDs3k1mk0xwyMr6Dm+//QJ++MGB555T1wdtko33amtb19ee4+hcr6oi0WfoUB6zZy/E1Kn1fyYzkwwL09KU9ySJ5kIUGz5fmouWZhlIEp0v48ZpRZ/WgG0jOrrhcjKbjcfChSsxbdosLFs2X/bYOHbMEdJUdrOZ9pcJskYjmU8ajZS1kZxMAmhsbMuFKB06QgFdWNChQ4cOHTo6OJi/AkN0NBFh1kotlHC5SNg4fhzYudOBEyfsSE7+hbx88mR/10MWkbVYiBRcvNiy7x42jMfSpdQ5gPwLBsjL+vQ5iGuuUYhtTQ0RM0Ya4uIoas9KC5i4wPwYACKd7P3ISCKCTKgJ1NVix47vNb4KhI0YN66vnJovikDe1TOQv+RN8D17YiHHge/ZE3jzTbLrBx23oUNZ28yt8pb27uXkNnLHjzvgdvsTn8JCil7u2kXzOn48kea77loBoLu8L+oMAUaaG6qXj4tTvstoBBISFNMJQRjqZ6QXFha4c4EkAdu3qy3Zz6B37zfkv1jbzs6dA5NyNpaBA3m5y4IkKXNkNt+A117bJRN8q5UEBK+XhJbCQprf2FgyEE1MJKIWEcFjyxbF7X/4cC1JraoioaO+KHRUFGVGFBfTOc0QqLxk717qZHHXXV7cd98nePBBG1aunIff/lbEqVNswjwAnpLnVRBaX6+fmEhmgikpir/JrFlA58416No1F9deq1yIjz1Gc+QrDJWUKC0dW2vcqEZLhYXaWiLP8fGBRajWoDFhgUGdFSQIbhw5Yg+q6NIUWCxU3uTxkPBmMpEvRbA9HnToaA30UggdOnTo0KGjHuTl0QOdula9reHxEJlRR6asVvphfgvqrgDBRk0NPdDv3+/AwoWT4fEIkKT58vInn+yC6upCfPedMklMWACIoOTkUGeF5o6xvJwir1ddxSM724H164vlmvFRo7QHJZCHACMirMVcRAQR2qgoIpKsbWZSEo0tNpY6HIwZQ9996pQDmzfb5ej4M8/sAKA4G3LcWzCbl2DOnI9hs/EoLVX8B3D3DGDBjID7FRYGDBpEbTP/9rc/y20l8/O7Y+7c8RCEApjNFixdmgme52XfB5YSHRZG+8TmMymJx8GDSiS9X78SmExK+Lu0lIh0Q4iI0GZ2DBtmQV4evZak57FuXQ+43dRdgyHQdXHuHFBRwU7WCgBDsGePhOzsibDZeFRUkN9C9+71jyUqivatrIy6LAA/AjgDoA88njB4veM16zKSd+aMA1lZdjlzhEV8a2tp3OpuKiOUZAUAROwbus5jYkis4TjKikhKInIXFvY91OeEGi6XEdnZd8h/S5JShsFxb8BsPq/JVSPESwAAIABJREFUvAgGkY+JoXOcdTlxOh0oKyMPjqKiCEyffhR9+qTizjsDf14U6fgE27XebKb5OnzYge+/twf0UAgEpzM0XgYAzVUg01ZfsKwgQSCPjauuyghK5kRzER9PZRwssyWYbS516AgGdGFBhw4dOnToCACnk2r0U1PbV1jIz1fS/LOztcSJReKrq0MXufr2WwfWr7ejoiIXguCGJPUGQOkTSUn0kPv6652QlwfcXNeG/uRJxQjQbKYIaGFh870Wioq0mRrh4WPlloMZGf0164pi/b3Lk5NJ7IiIoDH17Kl0LNi16xiqqzdp5vTAAeDcOQf+8AciZGazBdOm3QOvVylGHzv2bYwZU4T0dBIVWORz5EgyslSP2xdMFJo+fQ7S0obhqacuoqCgKyTJAI/nKkjSxxAEN7Kz7XA6eXm/qqpIXFBHSy9fBu68U9tB4ujR55Cd/SvYbDwqKymS3Rg5862BnzChK7Zvp9eSNACXLgFvvQXcdBNQVKQ9D9X49lv1X18CqIUoGpGVZcfQoTS/yckNj8VgoPNq6FCF0EnSvyGKDwGgjAC1DwRA18ZDDynHi2WQAJRtoxYVevak/WDweon0NnQNRUQAAwYoc5WdTQQ+L287OO5FSNJocFxnSFJgMUmN0aOLMXKkBzxPY2TCYGs7MDCot6OOtnu9TnTp8j7uumthg59v6NxtDc6dc2DevMDHyPfexiCK9XuDtBa+Ylp9UHtW9O2bgSlT2s8ssaFuFjp0tDd0YUGHDh06dOgIgB9/JILTlHZ2oYLXS4Z+sbH1EyeOI8IZCmHB4XDgzjsnw+12w2g0wmg0ARgmZw2wbgwAEdfISBI5ysup7p09BEdFAWfPNk9YEEXyGEhIoH2fO3ca3G7qs8lxElJTlZx1t5vIVH11z3FxkLMCABKLmLDw8ssrIYqrNHMaEwPs3atNfy4v7w5gUN0WqjF79lCMGaMYGZSVAaNG0T5HRjZ8PMLClDR8m43HzTcTaad9uxYGw2cwmSwYNy4DP/1ERNxopMwD36yPHTt821LWQhQ3IiurE2w2HjU1NK7GjObCwmjs+fkUGfU1W2TYsuUU/vnPwOQQ0AoLJtMOSJLSerG8nKKs6s4bfnj/fWDRIqTn5mJIp1R0mvUHfFRyGRs27ABAwsKePZWYNOmohoj6pqurzR3V7Un79QPee087j9XVlF7e1Ch0jx50vPPzKZptsSyBIHwCg+E6eDyBhYXk5OO46SYLbrghDb16JQJ4Ql7GOjAEywxQLQz4Rtvra4GpRrAEDl8cO6Y9Rlu2vIusLDtiYxOxbNn8gOeUJAW3JEON5pRnMFPJggK9/ECHjvqgCwv/w3A4HLDb7cjIyADP661qdOjQ0f7wbffXXnA6KRKcnEyRdrebyJsgBLcFW2MoLCTSERMD7NnzHVyuVwHEwuOZJxMnq5VIfCjShe12O9xuIgIcB9xyywO4cOEu7NtHy9XCAsdRRPfQIfr71ClFWAgPJ4GmPgf2QHA6FfNEIo29ABAbjI4ug9Wq1IZUVBARrm/b0dFETpxOilL27KksE4Q+ALRk1GoFrrkmA59+aoHbPQCSFA23W/GVGDu2RiMqSBJ9t7qrQUMwGIi8eTyU0ZGerggLycl347bbCmTCXFBAbfp69yYi69sBhLWFJOTDYLgFZvMlpKdnoKqKztemECGOo2yLixcpGp+aCoSFeeFyaZWM774rrZfAV1WRaSHDiy8+gNOneyE9PQNDh/IoKqLt1ov33wfmzIHD6YQdQEbBedz6rxexb8KNEMU98mpnz4Zj7typEIRKmYgqLRZdADjExioXqsNRCIDSjm65xV+cqalp/vXTvz/dI/r3V6LZo0ZlYN06YN8+YOJEYP16Wjc8XMDHHw+uV/iqqWlkXpoJi0XpeKCOtjdWfuDx0LUaqrKq667LwBtvWOD1umEwGLFp0xp4vQI4joMoipAkUXNOsfG0pr1kQ2CZQ00tJautpXtJKI0bdej4T4YuLPyPwuFwYPJkikJZLBZkZmbq4oKOFqOqih5IdHdiHa1BRQVzcA9dG6+morxc28Kwuppa2Ili2wkLokjkPCaGvv+rr34LgD3R5iE//ySysx0YOpTH5cskegRy6G8Nrr5aG+2cNm0WPvxQ+V+hFhYAIltMWDh5ksgVQHMpikTsGzM9c7lofVbyUFkJDBgwBQZDpZx10KePkr/MsicayoYwGoFhwwCHg4iKWlgwGAYCsMJk4jTRXJuNxw03bMKGDZMgSUbs3q18ZuTIEqxZ85ZM1FwuIhvNIWTR0XTvNJuppt1kEiEIBuTnh2Pr1nnYtKkIjz12EDw/GidOEFksLVXKcrKzHXA49uDQocfAvLhfeikPZ8/ejPT0V2RRYsiQpo+J44hgnztHxyEuLh+XL3fTrFNcnFpvBPy775TMkEGDgIkTR2PiRGpNWlJC897g8V+0CA6nE5OhtOnMrHXixkPf4DVLJVyukwAGQJJMcLvvAZAPj2cTtmx5Fykpqbjzzt/hgw9egdfrxbJl85GWNqxuXHFgwoLZfASA0tWkqqplbR7DwkgQ2rcPGDBAaZHIvCwkiTJlvvkGmDfP1CAZFcXgehpwnGJMaLUGbuEYCC5XaKPxN9zA41//ysTWrXZUVeVi/fq3IIpeGAwGGI1GSBKnOacqK8lQM1Qwmegedu4cXbtxcfR/iD3P+AqVFRXkzdHe/5906Oio0IWF/1GwKJTX64Xb7YbdbteFBR0tRlERRUzHjm3vkej4T8bZsxShZyZ77YlLl5R0YoOBzvFCysKXo8yhRnExkev8fAf++tdYnDkzWF4mipOwfv0T2Lx5LVauzERKCo+ysuAbrqWnU1eGnBxKV96//xscOjQKAIUQAwkLDAcPAvffr30Ir6lpXFg4dowITlQURegffhhwOscAUIrqMzIUY0JGPhqLasbHk7njhQva6LAoTgXHVeO66y7CZlMcBS9cADZsmOK3HY6TsGbNJAjCZTlanprKN2hGGAhxcXTfjIwkk0iv1wtgAgDg7NloANF44omP8dZbHgwaxOPwYToXOU4pi3G7r4MkUUp9v35ARkY6MjLSASiksrktDDmOjuPBg0CnThG4fFm7/MKFWDz11D9QWVmErl2vx6efjsThw+TzoC6D6NfvZwDkLuf1Ennu06eRL8/NhR0kKnjrftsBPFV6GSvf3oO//92lKmtYDgCQpL9h06Y/1Rv5drvNkKTH6j7jRVHRdqiFhepqEgNaQhbj40lcOHjQ3zeC4+jcffjhhrdRVUViUbC7DMTG0n2sOWUNbnf9PiXBwu238+jcmcfJkw5s3rxWLn94/PHlKC8vlsW68nK6phs9Z1qJ/v1J8Dp8mLJ1YmNJpDxzRjHoBBThtj39dnTo6OjQ203+jyIjIwMWC/UGt1gsyFD339Kho5koKVHSxXXoaC4cDgf+/OelyMx0wGymB+32hNdLQgITN6xWeuBkxENtAhcKVFXRQ+3x48D58w7MnXsTTp8e4LPWIIhiCjyebsjKsstjDDZqa6l7QXp6BpYtm4/Vq8tQXEwMPioKSEujKF5BAa0/cqQyTwcPAn/842fIznYAIDGmsbmrqCAxobycOnLs2uXf9rFfP+AOxWgfLlfTvRv69qXxdemifV+SDNi6tStWrXpZHu9zzwXeRkrKBQjCZU0pQEsytlJTicSUlVGphyR97beO1/tLZGXZYTYTcWXZMsxPQJKul9dNS8vTfLaykghTS9zrExPpvJ81K9BOReCFFx5AXt5CfPrpSGzbBrz6KnDXXcDmzcpa27bNkOeypobG3yjJTU1FBihTwVj3OwOAu3MqbDYe06fbAnxoPrxeAaLohSSJdV4g5OsQG5tY16GEJoHjfsT48RPkT1ZXE3lsjTlgazP1nM762262BrGx9D+5tlbrL9IQfI1BQwGDgQS+Xr14vPJKJu6+ewleeSUT06fPwezZC2Gz8XA66TodMyZ0fg9qhIWRD0n//hQgGTSIMpxKSmh5eTm9HjQo+FlhOnT8N0EXFv5HwfM8MjMzsWTJEr0MQkerUVZGaZ9lZe09Eh3NgdPZ9AfOUIGVZf3lL8/i6acnIyfHIT/MtRcqKmheGCGzWkk4i4qidHTfCG6wcf48cOIEXVNHj9rh8QwG8xZQYAFwAaL4EwThNjm6LwjBGwdrZQmgLvKbBElaJC+fM4fmprYWcneKHj2Aq65SJmjbtjGYO/cmZGc7YLWi0WObk0PbTEoiIYIZLDJYLMCSJYoPB+s80dQoa1gYMHgwjdk3wuz1GvD221l46KHJ+OCDNTh4MPA2xo+XYDZbZPLK0rabazBnMpEQ4/UCI0ZkwGzeG2CtBHn7BoNSapGengGTKQLArfKaO3fOlok87U/LM1gMBhJrRo4EFiwAbrklFwbDNs06GzZo/RR+/lm9tABeL7n8AzTfTRrL88+Dj4hAJoAlADIBjAmLQN7DzwMAbAF0BUkKg8nUGUajEWZzGP7wh9cxd+4SPP74cixbNh/ffKMILjzfSVMSUF3t36K0uTCZ6JxtybUnCErr0GAjPJxEt6oqKqFpCiQpdB0h1EhOpvOzZ08ezzyzEL16KcdEEGjMo0a1zVgYzGbyiGFCRvfuJDjl5VFZyVVXNdwiVYcOHUEoheA4rgeAdwGkABABvClJ0j84jksA8DGAXgDOAbhDkqQm3tp0BAsNGTTyPK8LCjpaDZeLoiJRURQxbayNmI6Og+PHKWransdMbQ4oCG4cO2bHyJHte1/KzdUaSJpMFOE+dcqBAwfsGDgwA4MG8SHrY15URBFjMvXLgMFQ0qAA9NVX/fHAA0QKTp0i4txa7NrlwOef22EwJMLrLUZ8fCIMht/C66VwZrduTtxxRwScTiL1HEfk8aefHHA4fgXge1BNe0+43U9gy5Z38eSTPEpLFTHAFy4XiTZJScCRIw4cOPA1jh5dACaq3HQTZSqkpSmfqalR5qqp6NKFugQEyrCSpJvg8XyE5cs/ADAbABAZKaC6Wnlcuu22VNx0k2KGN3Qo7VdLSJDVSqneksTj1Vf/iHnzBHi96kezFHzzzScAoCHENhuPBx/cj9deY73n8uD12jWmdw11yWgKkpJI5LrzTgBIhdks4dNPm/ZZjtsOs9ksiyKS1MRI+AzqqMAvWgQ+NxdSj1T8NPt55I6fgXjUnxb/f/+3Ex7PBqSnZ0AUeRw9ChQWLqvL6rhOXu+KK5SbHTPsa26pSCCw2vzmRvurq+n+G4p7SUQElQh16QIcOdLwusxHhuPaJkMgPJzmXRAoA6moiMQEi4XExxEjQl+S0RgMBhKyysrId0T3VdCho3EEI6FHAPC4JEmHOI6LBpDFcdwOAPcCyJQk6QWO454C8BSAJ4PwfTqaCN2gMXjQO2jUD5amHBlJ6dBNdVfW0b6oraX625iY9hUWWFmWy0Uu4UVFudi/34Fx4/g28THwRUEBRah85+TUKaXVo8lkQb9+mbjhhuDfC1j3CUZQbDYeY8ak4bvv6O+4uGKUlWndI0+dImKQmEgmZHFxresQsW2bA7feOhlutwuSZALwZxiNtYiJeVSOfD70UARMJiIBo0bRmE+doswGQcgH8AcAa+q2+Bg2bhyDadMc6NKFx/vvO7Bnjx0zZmRgwgRt9PjECQf27HkXmzatgSAMhSQ9BYC6S/zpT8oYq6roR5KaX4NtMFDkcdIkxbVfwQ0AwiCKI+V3UlOPYvToEfjXv4Arr6SoJscpZng1NTTnLSWH3brR3I0ePQ5PPQV89BFlbjCsXbsdH374lF9bxyNHlH6QHPcezGaTxvSuV6/WkaGYGJpfhpkze2LTJhKA/LEJwC/lv669Nhp33aVtGdhk35QZM2SBgQPQyw0U7KfjHRUF3HwzsHGj9iOVlYPw0EODcOoUMHMm/R8aPPh+GI0fQhRvoG1xEiZMUCakooIybIKR2h4bS+S4uXC5Qnf/DQsDRo/WCmgejzbzhYGJmUOHto1/DEDXkcFAP0OGUHZSZSWNmXWTaW9ERoau1aUOHf+NaPXtVJKkSwAu1b2u5DjuBIBuAG4GlcYBwFqQ/44uLLQhAhk0svc7KkHuiAReF2gaBquFNBjoYa6iQu8O8Z+A0lIyUysq0hrutTV4nsfatZlYu/ZdfPnlGqxf/xa++GIt0tIyce21fJumwgoCPdyyCLwarKadZVZs3mwPibDAOiGocfGi4hb2wAOJePFF/3Vyc6mePiGBMlGSklretvOLL1j9vgjgbgBPwetV0qnNZmBCXZk6xxEhqa6m699mYy3/3oMo/hbAlQAsEIS/ISvLjgEDgAULSKD55z8t2LVLuZ/a7Q4sXDgZbnctJEkCoLjB+qbA19RQXXpBQcvq4zt3pgyIs2cpqv/DD3TvAmIxYMAS/PhjD5lUjx4dg0cfBe69l8i277lRVdW8zgu+CA+nqHJZGXDrrfSzdCnw+ee0XJKGQhC+xMGDdmRl8fj+e7puyTuAcPfdcZg8WSHygtB6whoWRnPjctHrrl2BTZtonPPmKWamhEcBfAjgNaSmluMvf7lVY3pntba8ZaDFQuaKu3fTdhYuBCZPJh+S5eTfiLffBr76qhJnzigpGsePx6FTp2/lcWZkcJpUdo+n6d4cjSE6uuVlZaFuXWix0DnmdtOx4zitAWFtreIx0JZBAfV1GxdHol1z2tHq0KGj4yGoFiQcx/UCMBLAPgCd60QHSJJ0ieM4PUG6jcEigYwQl5WV4eqrr4bX60VYWFiHI8gdlcDrHTQaRkmJ8sBoMlFNti4s+IPVjbbGJCyYuHiRxlJZ2b5ZJpIEJCfz6NHDLhuwCYIb69fbYTbz6NpVW/caShQV0UM2a7eWnU014rGxicjPz4XRaALHASaTBX37ZsgR1GBC3eYSAL77bj9yc4lgG43AtGkIKCwcPUrCgtlMx/P8eUoxbi5qaoC0NCYOuCCKk/zWGT+e9pv1mDeZ6G+jEUhN5fHXv2bizBk7XK5L+H//zwsqZbgeCQldcfLkFlmgcbvd2LjRji5dePTqBezaxQQNFiZX7rNDh/qPtUsXOjdacu7GxFC0+uGHHTh82A6r9R7s2EFpHidOzAPregEA115LKRGBUrNFkY5XayOsPXqQRwY799THjuNGwmSygOOmY8UK/8/abMDvf/+g/De7noNBWFNSSHxh9/jERPqZOhVYu5beCw+vgceTB1H8BCbTRixenAmTSWkXUlvb+nKD6Ggq8fnxRyLFV1xBmSpMWACgERUYCguVG8fMmdplHBe865cJoFVVJFA1JWOIlau0hXjaqRPdE8LD6XhIEt3vJIn+N40d2zEyDXVRQYeO/2wETVjgOC4KwOcA5kuSVME1Mf+O47g5AOYAQKq6/5OOVoMZNNrtdiQmJuLhhx+GUOcu5HK5NAS5I2QK+BL4d999t93HBPgLNHoHDYIk0QNUcbHy0BkZSYRVXQOtg1BaCpw8qUR62xMVFRRtTEoiIul0hj5qVh/Kyuj7x47NwJo1FggClRpcdVUGOnWisoSIiJaR5KbA5aLjMnAgpZ+zecjOdmDu3Ovgdg8AcAQcJ8BkMuGWWx7AtGmzkJrK49Ahipp37x68+tviYnr4z852YMuWd7Fhw1kA2wEA3bpVIyoqMmAq+NGjJDoAJOzl5JB/RnOjxMXFwODBPFauJA+BzZsn4/x57TrXXEO/1T3vjUYifjExgMHA46qreHAccORIEfbtI9e+3bttmDWrGmazcpxrahKxePFS/OY3GejXL0NeZjAYYbH8Qs7giIg4AnWLQIBIWUvJkMEAFBY6MG8eK2/5fwgPP4CamgSoRQWTSbmfMaEpPT0Dw4bxEEUS5rp3b3l2CAPLkmH+EwNUTUDi4q7FsmWZWLfOtzMIkfxHHtG+53QGr24/Ph44fdr//RkzgG3b6D7y9NPh6Nbta1mEY4aNLHuiycaNjSAlhUxNGTp3BiIjK1Fd3fjNKz1dm/XictG1Hqy0fyZ8VlfT9ctaEzaE6urWlSw1B4mJdI8YNox8TEpL6ZwdNYruwbo3kg4dOoKBoAgLHMeZQaLC+5Ikrat7+zLHcV3qshW6ACgI9FlJkt4E8CYAjB49Wgq0jo6WgxHyxYsX1/XIJhiNRpkgd5RMATWBNxqNWLNmDQRBaPfsBbVA094iR0eBJNED3vnz9HDCHqrDwijiWlPTtm7O/wkoLCTSVl3dvjWbZ84QkY6IIALDcTSmthYWHA4HvvrKjqSkDAwcSPXqjMyyPuYAZVXk54dOWCguBn76ic7ZigrlAXv//t1wu7eDUvk3QpJugSh6kZKSKo/N5SJTtNhYhWC3BE4nHQ9RBHbvdmD37nfxxRdrIAhuSNLz8npRUacAjMSiRcCoUT9gyZIXIAgfAgB27jyHG264BJuNl8l2VVXzhYXz5+lc6NSJjomvWZ/VCkycSK9dLm12Ekszj4mhZVYr8PvfJ+Guu+h9ux2YN085zrGxiVi2bD7cbhfee8+Ahx9eIS/r128K5s9nbMeFF1+ciL59t8Fm42Xy3dLUeoYjR5TyFq/3PK65Zhm2b/8tAKX3X2oq3d+ysxWPDbPZgr/9LRMDB9J50KNH68YBEMFNTKRzITKSxAwmNJSXJyEiIkn22QCA6dNzcc89qQFN5Wprg5fi73uvUosrGzbwqKpi2Qg0F+o5euONTHTrRudjMIz4rFbKMGClGRwHXH11BbZuZTcvAYAJyckkzOzeTe9ecQWweLF2WzU1wTluDCYT/c9jNfksI6whhNJfwReRkSTEJCfT+XzuHDBuHI2xo2TR6dCh4z8fwegKwQF4G8AJSZJeVi3aBOAeAC/U/d4Y4OM6QgwmGrhcLkiSBI7jYDQa8frrr6vqWts/1Z9lTCxfvhzFxcXIzc3FW2+91WHKD/QOGlqcOUMPJsnJgSO1ZWXtLyycPk1Epy1S6OvF++8DixZBys1F706pcM18HmWjZ7SbsCCKFMlOSFCiaWYzketOndouFVYtZhqNFqxaRbXh7EeNsDASZWprQ3Msz5+nB+6yMq253NmzvwHAwok3g+M6w2SqkM3x2NiMRor+tVRYqK4GDhygfu2ZmQ48+eRkeDzMYyACdQl9AIBJk2iABgNQULAVXu9OeVlpaVfMnTsSq1Zthc1G2QJVVURWmwq3myLwrP66upo8DBimTQOuv14hIqIYOJWctWizWokgT5yokLwNG85g/nw6xm++uRguVy0ACV6viNdf/z/ceitlhJSVjVFt8RC83iq54wHrQtPaiHxGRgaWLbPA66XsiTvuuBETJpTjmWeUdYYPp9++Hhvff2/H7Nk8rNbWZyswdO1KQlVkJN0/R4+mc0MUgVmz1CZ8Jdi8eTBuvHEHunXz/78kScFz1Lda6R4hCMDhww48+qgiHPiaSfrOkcNhx//9Hx9UQ8AuXbSlGX/6UzeMGHEE+fmZmDBhHBITecTH07mxYsVZlJVl4fbbuyEhQTtPHk9wukGo0bMnZWbU1tL/x9paEto7d6ZjWFGhZKaUldH7wR5DfYiMpNahFguJgWlpNJc6dOjQEUwEI2PhSgAzARzhOI51NH4aJCh8wnHc/QByAfwqCN+lo5lQWrmJMBgMmDJlChYvXqwhyYmJiTAYDJAkqV1S/QNlTADA2rVr9fKDDoiLF6nOtT5RISaGlsfHtx+p93pJWDAYmu8YHzS8/z4wZw4cTifsADIKzmPs63NQdG4PcHArue2lpgLPPy87oIca5eVEEI4fV6KOgwbxOHsWuHCBWny1hRu3WsyUJLdMGH3BoqN9+mQgPZ0P+vnkdCppwGoh7PBh4N//1uYoT5v2D0yfnuo3TtZmtWfPlo2huppqnU+cADZutNdlKbDkvXsAkDKQlFSLWbOUVPj09AxYLEvgcp0EMABkkDhOnkurlfxPmjOumhrt37m5yuvevYE//9n/M4EExPh4IlYMXbueA3WeBj744Fukpu6UMxUAJVFRFL1Yt241Nm9eiylTTgGgFAiO2weTySKLOm538wST+jBxIo8XXshETo6SJWOz0X1r0SIinzffTOump2doSjjGj89oVZZKIMTHa7sw/OEPdGtwu31bY+6Ex+PEm28uxpw5izXdKaqrSSALprCbkECk2OHQCge+163vHA0enIHu3YPbZSAxkTKMGIxGYPr0YfAtk8nOdmDdOhJBdu3yF0GA4GeO9epFv1k2RXk5Zf9UV9Pxs1qpDIGJugMHtl0LQ45TxE+zWRHMdOjQoSOYCEZXiG9BHYECYXJrt//fgPb0L/D1B/AVFRwOB+bPnw+v1wuDwYDly5e3+RgDZUwsXLhQLz/oQJAkihJ5PJStkJRUf7TQaqVIzeHDZAjVHmZM1dVEoM+cIWLVLqZUixbB4XRiMgA3AAuATJcT4z9fBQckEhvOnwc/py4i3QbiQn4+cPq0AwsWUCtBg8GAJ59cgenT58DlUroJhHq+1C0mzWYijLW1wD//SUT97ruBo0e1qecpKZm4++7g3gcKC2lf1endNhuPDRv81+3c+U6YzUQQ1BFqq5Wi+iw9u7lgZqcFBcDQoQox4zgTrNY/oaqK1rv3XqvmuLDSkb/+NQ+nT5PgIEm/RGysSR5XWVnzxuIrLKi9FXwFCkaAA4k9vqTW7f4WTFgQxeHYtesPctcJjuPAcRwkSar7uRku12+xZYti33/ttT01rQtdruCl1g8ezGPiRF5D8DIygA0b6N7FBAx1qU7fvhm48cbg/0+KiKAxeTxE/nr3BubMAV5/3XfNLyFJEvbt24nvv98tk+aKCmDQoOBHwRMT6fwcPjwDH32kCAfq7B1AO0ejRmWgSxc+aJkTDNHRdFxYOUx98M2eYCJISQkJz/HxocuqM5vpPhoVRb/37aMxX3EFZRF5PETy9TaGOnTo+G9DULtC6PBHe/kXqMWMhgi6OqOB4zgUFxeHfGy+qM8cUS8/6DioqqIshLAwSnNWm1KJIkWQevX/k0gxAAAgAElEQVRSiFVcHD2IlpW1XaqnGpWV9HDn8VA0uF16Yufmwg4SFbx1v+0AAEkrNjid4BctCrmwIIqUnn7ihB1utwuSJMLrFfH3v89DWtow2Gw8yssp+h7M2mNf5OcDI0fy2Lo1E2vX2nHVVUTmn3sOMqHv2hU4f15LDHbssGPUKB7duwfHyV2SKKp+7pwDjzyiCBgrVmRi717/+87bb9OPzUa/fUlNRYW2hVtTUVREhDI2FujcWSFmRuOtePVVOnGjoqg1IgPzMLHZeDzxBDB3Ltunm/DSSwPk4+lyKSS1KSgr066rzjrwFRY8HiJGgUSo8HBt5H3KlH5Yv14EYAAwBBMn3oHvv98tE9THH1+Okye/x8aNX0MQPgGgHfAjj9yq8QyQJG3ZSkvBugK43f6iUKBjabPxGDaMR2Fhy451U9C5M10jjJDPmkX30k8+YWuIAHbWiTGiTJr79aMSgN6969lwK8Ci7lddxePVVzNx6JAd48ZlAADWrFmq8URh5Uw1NXQuBatMhMFkIlGgpqbhc8A3e4KJIF4vEfxQe8oMG6ZcSzExJDBERATnvNWhQ4eOjgpdWAgx2sO/IJCYsXDhwoDrtmfHg6aKHzraH2VlRCACmTwtXgxs3Qr07VuJ665bgTFjrobNxsNioQfk9hAWioqUdNSLF9tJWEhNRcb587BAEREygIBiA6/OOQ8yWGSvrIzI4JgxGXjzTQO8XhEApZ+zaF58vNLOLRRlLMz0s29fIiB33smjUycSptRZAnY7cPvtWmIwblyGnDUzbFi9X9EoLl4kUiGKVAqRna0VMP797x9RUlL/PSg7Gzh1Suvab7UCly41n2y63UTY1J9jxOxBpXsgbr1ViW6WllLEnuPoe0eMAMLCauByhQPoAUEYqklRZwSvKdizx4H9++0YP56IojpjgaV5M7hc9ZcjmM1EoJioMW7cOHTp4sSlSxEATBg8+H6sXDnYz6jz/PkiHDyoHWxiYmAjwmCdnzEx2s42geD1QhYT3G4itq01jqwPSUlUgiJJyndef70DJSVF+PHH0ejd+wgmTnway5bN15Dm6mrKVggFWGlF9+5ATAyPPn14/PyzNqPIt9Sgupq6hIQCycmKAW19CGQGK4qUORAVFfoSBPX5QddoaL9Phw4dOjoCdGEhxGgP4t4cMaOhjgehLOFojvjRnugIbTh90R5jungx8EOcx0OiAgDk5ERj1aqteOedv2DlykwMHszj4kWqI23rcojiYi0Raxc8/zzGPTAHmTXksZAI4CsASYCf2IAQtdq9dImO3ahRRFasVnrgfvLJFXjhhd0QxUkwGP6BY8f2Y+nSh+Q2isePk9FXsB++q6spsp+XB42b/T/+oV3v7NnAxEAQKHrbWBp0fZAkbeaNxeIf2fR4psjr9+9/FOfODYLbrQ3L792rFRaiokhEGzKkeWUkrJWiGocPAy+/TGUpAG3vzjvpdVUVHcOUFKrVtlopgjtqVBUcDsrr5riZSE8fLW+vpqZpxpJ79zrw8MNEFNeupcyNnBzl/uKbseB0AkOH1r+9rl2VsikAGDEiApcu0eu//a0cCxfymD1b2f7Ro8DBg/49CX1b17pcdNyClcYeHU3XSG0tzXUgIZSVq1RUkCAVKgLPxsNa+QJAVpbWMPEvf8mEzTYHaWnDNNdGQUHoRNywMDqezBQxJ6f+UgMGUdR2DAkmYmO1GTH1wdcMlpXQtPX/o/Zq5atDhw4dbQ1dWAgx2qNVYXPFjEAlB6Eq4WCkeP/+/aitJefzjtD1IRA6ShvO9h6Tx0Pk3LcPeXa2A19+eRTAA/J7knQDBGGv/JDp8ZCBVVRUcA28GkJtLUUVWSoxMz4Ldkpuo5gxA2dygJFvLIJ0+TymgKsTEyQsB1AMEhXGWiPIwDHIqKkhh3m3m4iTOqI+atQcSNIDADgIQhrs9qsBAJs2rcHq1V/B5eJx+XLwWtYxlJYqLUkNBiLGP/0ETRs9gDICamv9iYHJpET5W1IOUV1N5MLtpgwONh833ngPAGDatFl47jklLeenn56va/eodQDduxeYPVv522CgqHZZWfNMBcvLtQKJ2w08/ji9zzBlinIcamoUwefCBXrP4wFuu60THA76WxTnwemkjZrNZODYUMaOKFKGT2YmI4oiPJ6pePLJPlBXxqmFBdZtoqF97dWLxCzmPREbexasjeOPP8Zi9mwJK1ZwGFPX/GHLlsDbmTqVfhcU0PnidJJ3S7B8QCIjaYwsw8IXzNwzLY2OOxA6wgyQYGK10rmakgJ89llgAq++NgSBPhPKmn1m9seuu/79tYJcr14ZEATlGmWtF0MBNgaW1aHuctMQgtmGU4cOHTp0+EMXFkIE36hyWxLSpogZjUW9Q1HCoW59KYqi/L7JZOqQXR86QhvOjjCm8nL/CDHr6e523wy1sAD8EgbDn+V6VosF2L+fPnvllaF98K2spKjx5cv+0eyamrYXFgQB+CK6D07f9iAuX86Fa/1bEEUv3JwB+RExeNZZDldyKo7Meh79b52BYJfenjihlK+cOEHkl83Lxo2AJLFJugpAGACXTFx+/Wsep04RoQpmdO/iRSIFVVUUkY2JUTJe1PB6SVyw2fyXGQyKWNVclJbS5xMS6Jw4dkybzh0Z+QucOcOuJy8kaTs47npIklZYyM6m800diQwLI/GmqcICM0I9f96BL76gyLPRyGtEhU6dyLxPjYgI5ZiIIgkMY8ZQVsqhQ3RcFy0CPvuM5ujsWSJdffsGPpYlJWQux4iiy7UCojhbIyqMH681S3Q6Kb27oawRs5kyGrKySNhwub4FExZo7BxefBH44AMaX3a28tnXX6csAUkiYcHjIeIcHU3bCqa/ASupGDiQRC5fTwq3m0SV2Fg6X93u0Jvude5M53j37lpDz0CGiQBdS716tU2HAauVzvUrruCxdGkmTp8mM8vrrqPSmaQkur579w7deMxmOhYlJfS6qipwmZ4vPJ7gteHUoUOHDh3+0IWFEEDbo92I++67D7NmzWoTb4WmiBlNiXqHooRDbRTJwHEcZs+e3WYlGM1BfXPQkbp8tIUgU1joT8pZGqwk+RbRDsE11yyQI2lxcUSwS0spAheqB/Lz5yl13GSi7/DNrnA62/6BMjPTgaeemgxBoPuA0WgCxwEmkwXd/rEVu/vxiIwkAhV9iYhfsOByUYQ3KYke7mtqtPu/Z4/vJ4YD2C8TF9bpoLg4eCSutlbJfPF6iRTExgLbtyvrxMYq0fovvzwLm83fiY61bOvWrfljuHiRzg+DgX6r07k9HgGffabO7V8PjiuHyfT/IIozARjg9dISr5fI+BSlagJRUSQsDBrUtGj6zz8DP/zgwMKFirBx++1HwbIj0tKA997TRmI5joQFjqN9YIaRbjfw178Cv/kNZR+UlwOPPvo9nniiFkOH8jh5kva3a1f/cZw/T3NqNvO47ba1+OADpTO0xeLF/fcbMXOmsn5tLRH8plxPyclAly50rKdOTcOGDYchSSPk5WfOkGhhs1HNPNvHoUO1wlFNDW1ryJDGv7O5YN4BXbrQ95w7py0p4DjlvtW3L91LQk3ge/SgMXEcMGiQf0mQLwSBxt8W4Dhg9GiaE4uFx/DhPNxuKg2KiyOBiONCZ27JkJxMQvKwYVSa0dSx650YdOjQoSN00IWFEEAdVfZ6vVi9ejXWrl0b0rT15qTINyXqHYoSDqXFHGUsGAwGhIWFYdasWfXux/Lly1FcXNxuIsM991CKNBOG2rs8oj1Kay5f9n8YY3XpLpe/i158/P2av00miiqxlOJgQRTphyLPFCkOlA5rsSjdKVgKd1tgxw47BIFIK8cB1123AD17xmHs2Ks05CA2lshMnz7BIywlJfSbbU9NlHJyiNCpMXz440hL+wrTps2SxxYVRVkDwSAINTUUTTeblYd7s5mi2YWFtE50tAc33HABH31EYsJHHyWgquoJTJ9+m2a+IiKIPDMjtqbC7fYv6VH7K3DcHDidrKDfCZPpadx884OYNm0WUlIMkCQymHzrLVrjk0+KkZx8ys8DoinlEDU1NLc//eSb5l4lr3PTTdrz2e2mfWeiRVwcCSWDB9MxTU4GnnkGmD+flh8/PhwPPnglVq9+Gf378zh9msin+hxzOklA6tSJXh8/rrR4BL7CjBnZuP/+RzVjr6rS+ks0BCLGwO7dwNChPFav/g7ffrsC1dU34vPPldoKdbZC797+2SgNGUW2FuRRQa87dQJOn1aWeb003yyroa3S6FkmjCDQHPqWBKlRXU1zE4xOKc0dX9eulOXRpw9dz9260f+L0tLQ+wokJpLQ06OH9pgx+GbZsftFqFpM6tChQ4cOXVgICRiBZh4CbeEj0JwU+aZGvYNdwqEmxYmJiQEFA/V+uFwuzJs3D6IotjmJ9xUQmPjREcoj2rK0pqZGiVCqwYz1fv/7AZrUbQA4e7aX33asViKD/fsHb2znzpERH4s+11djGxZGD7qnT1Pa+DXXhN7vQRSBPn3UpPURbNu2FN26Ab/+tXZdVpNcURG8rIrc3MCROYcDeOIJ//e7dr0DCxfeoXkvIoJIZ1VVy0mLx0ME+sIFmnOWrsxxdFzeeqsEAKkeTuebuHy5EsBTdZ+OxebNf8H27Y/hzTchEyuDgea3urp55KWiQks2srMdOHjQjl/96iN4vfmw238jmwuOG3cADz641o/M9ex5GABF3A8disOcObMgimdlV/yePXnk5TVOgk+fpuM+ZkwG3nlHSXOvqFCcCn2j87W1WmGOpZx37apEbCdMAFJTc5Cb2xeAAYLwe7kmv6CArgO1yJSfr5TIhIcDubmj5GUm0wpMnPi4/HduLn2/KDaP5FutJC5kZwOjRo3HqFHj4XJReQ4zqFQjUMcPSWqbSHNMDJ1TZWV0rtbW0r62RYlBILAMLOZTwaA+bm43ZX20B+Li6Kd7nR7FcXTeVlSE3iAxPp6+m5276hIWSaLsoYgI5Z5TXk7CR3sdSx06dOj4X4AuLIQAjEC/++67WLNmDQRBCHnaenNS5Nsj6q3+7oa+T70fHMfB6/VCFEW43W68++67bTbm+gSEti5FaO+ykMrK+pf178/LzuVqHDpEgoQ6MhQWRmn1zY0y1wdBIDLFHvobSj1n311WRuvm51OUK5S4fBno3VtJYV6xgjqe5OUB27YBt9+uXd9kIhIfDGGhtpYyFnwzDX7+maLZLJ1fjWPHAm/LYCBBqKXCQl4eCUCBvBq+/x74/nuF5UrS24iLuwJAHgBW5xABQViFVau+wRtvkBiQlUU13TYb3yxhoahIKelRPELuhSRpu9FERgJ///vVAYnspUvbQLabkwEYIQj3A1goe1MMHcrL5RD1iVdlZXQskpOB+HjlHBk8+BrMm0dOG0Yj1fyr4XZr68gTEmh/mKjGouv33FONJUtoHUkah9jYMqxZsxSDB2cgJobHsGFKl4j8fOXYHj4MlJQQew0Lq8Frrz0Bm40Yq8dDnyktJbLW3POhSxcSU2prlRr9t98m/4e779au6yssSBLtV1sICwYDpfnv30/3PpcrZA1bmoz4eLo3MGHB5SLxY/hwei1J/qVfbQWTibw21Oel1RqaVrWBwESC5GQSEjwexYQzJYWueYD+73g8lA2jQ4cOHTpCB11YCBEYgZ41a1abEMPmigVtbSjZEHzJszqrYf78+bJXhVqkCXX2Qn0Cgu/47Ha7/H6w0RHKQtRkzBdnzigtv1JTiUjl5NADXFYWRU8ZOI7WdTqDk7J7+TJkB3JfiCLw2mtEah9/nIzQ3G4iRhYLEZxu3UIXURMEyqSIiwOSk3kkJPBYsUJZfvCgv7AQHU1R/bS01kXUvF4SCUwm2g4j4unpGThwgNeICtddB+zYQcclN5eOna/PQ0wM1eD37Nn8cXm9NNeJif5zLUnA8uXK3xz3PszmH3HTTSswdmwB1qw5hlOnegPoBwA4eHAC/vKX32PbtpXwegWYzRYkJmZi1qymXweXLinkVPEIedhvvalT6yex6ekZMJmWQxAm173zBwA2GI2/Q2xsItauXYo+fTIwciQfsOxHkihSHxmpzCdLc8/KUq6nPn38yZlv1J5FiwGa46oqWt6jhxMcJ0CSTAB64qWX/gRBKITZbMGyZZmoqOAxfjydcxUVCin95htl2zfeGI5Ro5QwuMtFQkZ4OI27uecCE0q+/17ZL7OZMph+8xvykmDwbWFZW0v72VYtAq1WEhd271YElfZEQgJdg2wc1dVEkDuKCWFblZY1hKQkyozq149EGI+HzqNjx0ggqq2le1iglsk6dOjQoSN40IWFEKMtCXxHEgsYGou41+dZwNYdNmwY7HY7cnNz8dZbb7VZCUJDQg17HWqvhfYuC5EkimhGRmoJqs3G45tvgMceU9bt25fSYVlK9t69WmGBIRjCgiQRYa3vwfqbb4B//YteiyLw0kta07qysuCaEvoiL48eZBkR2L9fu/zgQf/MDbOZosGVlS0jMoJAD9R5ecq+sag8Mwbs3LkAAE3+XXedxRNP9MbPPxPRBYA77wTmzgV++1tlu8yfoqqq+TXThYX+DvsMOTlKloTJJOLXvy7DpEmZcunBtdcCBw7sw9NPF6G0NAmiaMCmTacBuOr2142vv7Zj5ky+SSS3pobIMZtb6sBggyj6uwH+6ld+b8mw2XisWgU89lgpKiriARgATMXgwb2xbFm6PNdRUZl44AH/sbFyBNb+MT8f+NvfiBipo86DfT1RQed9ffXhiYk03zk5Dvzud5MhSXvBSjY8noGQpHwIghsnTtgxcCBlVTCxj43x1Clle+PGabfP3PR791bEj+YiKYnOed/a91tuUYSF6Gj/qHJNTWDTyVAiIoKI6dGj7U9Gk5Np7llJkiB0DDLfkRAfT12HOnUicba6mq6VPn3IZLVLl+Ca4+rQoUOHjsBooxiAjkBwOBxYunQpHKwBeQdAfWNqyViZaPDss89i8uTJAT8bqORADZ7nsXDhQsyaNQsWiwVGo7HNuiGw725qO85gg2VNGI1GcBwHQRBC+n2+EASK9B8/TgR15cpn8dBDk/Hxx8ewYIF23WHDAPU07d3rT0DMZso0qKpCq1BRQQKFuuZYjV27lNd2u5IOyxAZ2XQX8ebC5SKCpq5j9xUWysooo8EXJhPkGv/m4tQpKkFxOhXBRNvxoBtyc5mi48K6deORne2A76n91luUORGMceXkBBYjJElbWz9hggGPPvqwn5/BmDHjcOON6hxvasHAcRxMJguGDMlATU3TxuJbsmOz8Zg2baPfemPGFOHrr5ciO1u5V1VWElFhGDGCx+rV8ejWzSm/d/JkD7jdHtmEce9eOy5e1G7b66X9jo0l0WfNmqV46aV87N4NrF+vmEICQHy89gRlXU3qO+djYkisYsccOCwvMxpHwmg0yh0/oqNJgNq504FPP1X2VX1NpKVpty8ISpZFSzMHTCYixi6X9v1evYCHH6bfCxb4lzV5vU1rJRhsdO0KjBzZdmn99cFopLKH2loSWQyG9s+i6Ggwm5X7XliYcv9NSAAmTaJyjfquHR06dOjQETzoGQvthI6Q5t7YmFhUvKWdEJpidNgcI8lQ+kKoMyvY2Bv6nrbyWrjnnnuQn5+PLVu2wFuXx24ymdpEWGHQEtSuePXVPnJKfXi4gP79szBoEDB8+DiEh9PD74ULwObN5GzPwAhNXh5Fl1rqGp6f37D5Ym6u9u9Nm4D77lP+joykyHFlZfCcy0WRzMHy8og4sxINjwfYudN//b17AUHQZoHExNDY09Ka1q6QobycUqVTUrSRYHXHA0Adhv8SXm8xsrLsuO8+8in4xz9oidcLrF4NuUYfIBJz7hxFkptqellZSWReXQ4gisBDDxXj6NEIWK1GAFRj4+sloMa4cUr2CTAFZrMFv/zlfXWdGnhUVTUcUZYkyuDIyfEniEePKkYbzz4LuN1H8corE5GVVSmbMfbrx8PjUYg1Q02NA4WF1wL4GUA8amqiYDbzEMW9MJksuPLKDBw/TmSHlRKVlxM5PHeO+Tu4IEmPwR+X8cEH43DVVV/IYktVFZCeXv9+xsQQ4Rw5ko65231EFvZ4/knYbJ00rQqPHHHg6acpm+W994z4xS8eQXHxiwCIgAVq5RkMgp2YSNeI77Zmz6afQJCktu14wMBxwe1i0xpERQFjxlC2U6dOzbs//K+jvYUhHTp06Phfgi4shAANpf+zZbm5uR2i+4Ea9QkBLe2E0BTy3RzBIFSlHmrhRJ0d0NCxaAuhg42J4ziIogiAorWzZ8+ut6wkFONhBNXjASTpY7hclI8dE+NGbe0QHDlyFvPnExG78UYen35Kn3v+eTcslmP4xS9GAqCH4U6dKGW7pqZlpF4USbSo77Mul382wMaNwL33+pceXLhAJnvBQEEBcOAAkUgWLTt4kDweAmHHjkqsWaOUKaxcmSm3KwxkvNgQTpwgcu2bdh8fzyM9/RzCwg7g+PFxuHyZLfkcBoMJ6ekZsFqBmTMp44SVQGzfLiE6eg2uv34QbDZeNgYsLGx6Snp+vj/5+fDDE8jKoglXR60bOgYjRtCx8ngAYAjmzMnGzJkDYDIRUS8oaJj85eeT30dUlPacOXtWaVEXFkalFx9//AUEoVLOOjh40I6UFB4jRpCxoRpZWXYIQi2AjQDuBQD07fsUhgz5Qm7ZWVhI42OO+SUlJDhlZdnrRIVoAIHCqC/A6y2TuzkIAp1XDaW/G400D1YrmUFu3HgWG+sSMoqKOmP2bK1B5bFjilgoil5s3nxIXta3b2DiGoyIb0ICiVSNQRSVjgdRUfX7vPwvISEBmDiR5kaHDh06dOjoiNCFhSCjoei+L1kEAIPBAIPBoOl+0Fr/gJYSzPqEgJZG55tKvpsiGISyO4JaOBFFEVJdqK+xYxEKoSOQ8GQwGGTBQ9360vdzofJ86N+fx7XXnsKOHYmyqGAweDFq1HJ8881ZmYhlZdnxyCM8vv3WiUuXIiAIFjz77Al06VKrSXM3GikC29xooCBQWYPbXX9ryRMnaD018vKoVEAdGWfZEwMHBqf9WHExEaCYGEpz37LlXezcuQjV1d3ldSZPptIMrxfIyYkGx90OSUqDx7NSJpEREZR90FRhQRCotMJ3fY8HePRRIDc3GcA01RIngI345S9na47JiBHkifHtt4Akcfjkk7HYsGEiVq3aKmdTnD5NtcqNzZfXS/vg64Gxc2d1wPUbyliwWikN/OBB+nvFigE4cABYsYLmm3VgCESERRE4eZLqr1nUcunS89i3T0R0dDwAyq+/8koSZtQZHqzUonNnygQxGrW+GIrYtgWieC8A4Mcfu+Ds2bWYNo2uz+hoItFMWGB+JenpGXX3/LEB9vgCOO5NuWwBIAGlKVksXbtSqZHNxiM1lZeFhZwcxeiUeaV07pxYl9lQC0maAEDpgepbi848EYIhLERENM2jobCQvtNiUeZPR/0eGzp06NChQ0dHgC4sBBkNRffVyxhMJhMee+wxvPbaa0FJq28NwVS3yQz0fkuIvZp8t1QcCCVpBhThxOVyyZkBQNuXHPhmTpjq2HNTSmVamlXSFHzwAbB5s/bpXpIWYM+eFTAaTeA4yEQoPBy44orP8PnnRK5E8Qbs3/+mhsRaLESWmopLl8hEjV02DaVFZ2cHfv+nn7QE1mQi8t0SU8JAKCqih/7sbAcefDADHk8igJXy8pkzgQceoPKAAwfoPUl6t+73NUhPJ9YYGUmkqqllGvV5DHz+uX9JCABw3GewWFwy+VXjsceA775zQxAsAIbC4/mjLHhYrTQup7Pxtn9lZTS3vuJPaal/akJysjYSX1NDc6luBzphgiIsAORZcf481eQLAs1pfLz/OAoKtJkxGzdm4/PPbX7rTZ1Kv202pfVjenoGunTh5fKSuDjKsmDEjq3rcOzF2297IIpmACPh8aRo5oyV3FgsdK5dukTEfsaMx/DeexFy9DkxsRRdu54Bz+fAbH5GLluQJBI0mpIpEhurkPa4ODKIvHyZhLjly4FJk77DI48oWTKPP74cW7dG4/DhX2u24+uv4HbTHAZDgIuIIIHE18BRjYoKEspqasjoUu1XokOHDh06dOjouNCFhSCjoeg+W1ZbWytHxSVJQlxcXL3EvblkPBgEc+3atXC73Vi7dq2G0C5cuLDxD9eD1ogDoSTNgCKcLF68GDt37oQoig2WHIQKvpkTN998M8aOHdukYx9Kzwd/n8hVkKRXIIpG3HLLA0hJSdXUb/fvXwvgHIBeAOIRFXWj5tNWq7+ZXkPIzaXPNFRLf+ECeQNs26a8x8ouABIWfGEwEHFprbDgdgOHDjmQk2NHfn4uBMED4Fp5ebdu5/Doo70AABkZirDAIEkTZO8CFqU9c4Yi9Y3B6fR/z+HYj9deGwbAP7x5yy0cbrop088oEaCWoVOm7MP27RPrxjUPPXockZdzHAlCjQkLBQX+qetFRcCFC/4fVIs9okjnRUwMzSnbxh13EEH+8ENl3eXLd+C++6KQmsojPz+wsJCTozW5277dX82KjaWMBQbW+pHtBzMNZCn8gkCkOCZGWfe770px5AgNgOPukjMNABJXcnPpXDx+XPE1MJst6N37R9kw8dFH4zF1ajoArZFCRQVliTSlTtxqpXEyUcpmo3aiAPDRR8APP4TL5Q+C4EZJSSlyc+f4bSeQsBCsLgQGA815fj69Tk7WCgySRD4UY8bQ70OHgueDokOHDh06dOgILfSuEEEGI6lLlizxI89s2YMPPoiwsDC5w0FiYmK9okJjXRXU6y5duhSJiYmt6p6gJrfM+6Ep398QHA4HFi9eDJfL1aKuBuruCGyfgt1Rg+d5LF68WD4uVqvVr+Qg2N/pu72MjAwY6/KdJUnCtm3bGhQV1J9v6LxrDcrLlXaEALB48Q8IC3tMdpmfNm0WZs9eiD59eJSWUsT+5ZfnA6rL6LgAACAASURBVPhC/kxurraln8lE0UhV4k69YKn+DaUAb9hALQLVogIA3Hab8prV06sRGdnyLgxqfPWVAwsXUteMTZvegcFgAnCdvJznFeZU3+X4ySfK69hY4P+zd+fxUdX3/vhfn1mSEAiQBAhr2FdlWBKQEdBUcCvuba9r8asWxIpWpbeKtP1yr9eiVn9Fq0W0SuXKdYUKX9xFY1FHlgiOsik7ARIgQPZkts/vj3fOnJnMJGSZycJ9PR8PH2TOnJnzmTMnyOd93p/3+8iRhnXPKC42Cyq63S4sWnQXfvOb/w4uWVHKzDvv1asCDz/8y7CgQkGBeRy324VPP70UwOc1z9rxxRfjg/smJcn+9dFazmloVonb7cKTT/6/qPuHLoc5eVL60GdkyKTSkJAgtSoeesjc9sUXXtx11zTs2+fCkSPh+wPyuKQkfEJ+8uTYiONffHH0gpTV1XJ9GMGsLl1kgl1REXms664zoxp9+z4cdn67dpXsim+/Da9r4PV6kZ9vrl8ZPTpyDFrLODIzI5+ryznnyGs8HjlnE0NWW+zc6YDNNjT4u6vUNTh5MvI9PB4zPcTnk+sjll0ZhgwBsrNlicPp0+HPVVVJcKRTJwlmjB3L4ntERETtBTMWmqmubgJ13d03lgbMnDkTubm5SE9Px3333Rf1Tn5D7tS7XC4sX74cy5YtCxYcbE6HidA730qpZtd+MIIjxjIDi8XS6IBH7aUYAOKyNKK+JR+xXo5R1/vdfvvtWLp0KbTW8Pl8dZ7zul4f6wyLLVvM9GqHA7jiijHIzFwX1s0AMFPyzXZ37wC4B4BMmvfvB373O0lfN1RVnfnud2lp3WnTbrcLH330Pd566w74/eEx0ilTjqG0dBWAOQCiBxaM9H6vt+HdDqJZt86cMCoFXH31bLz77lXBAoXXXNM/uG9Ghkz+tm0Lf48PP5SaCF27omZpiUzQhw6t/9inTsnad7fb6DRQBa0/Cj5/zjnvYPt2KwIBB06cmIXvvvvP4Hfm88nnrqqSiZwUJPQA+D2A9QCAd9/V6Nz5BUyf7sC550pBQr+/7vX+ZWUyqTXqK7jdLsyZcy08nuiBhYEDtwE4JxhkGjBAvpNDhyL3nTQp9NGF8HqBrVtzMWCAE599Jnf2u3WTZQPFxXIejZoCw4dPx969E8LeLyEhPPhU+3MMGmQ+Tk6W62TIEPleQs9BTg7wpz/J8wcOdMLHH29Bfv4Hwd+PjAz5/Tj//BysWCE1HCyWnwaDP126RNYRKC01gwqNmdR36iST8bw8Cdo895y0cty4UWpnTJ36KUaM+AeysnLw7LPDo7zDAeze/TGysrJRVibX4ZgxDS/a2RBG9kOXLnIuy8vlu7DbJXBjZEy0pa4MREREdGZxDywopS4D8DQAK4C/a60fi/cxW0pTugkYjEngokWL6gwenCm93Th+6NIKj8eDoqKiJi9bCJ1c1w56NCW93giOGEGF6dOnY+HChY2eAIdOmu+6667gZ4710oi6JuexXo5R1/vNnDkzuBSlvnNe+/XLly+PeXHLr7924dVXNYDzAQADBx7CsmWvIisrJ6LKPCATA4fDKGr3JQKBUwDkbu7GjcDf/gY88YS5f2WlGVioK3hw6lR4NwfD229/jyeeyEcgMCtk63YAd8Fmc2PDhkp8+aUfwC8BdMTJk8CMGTIJnDdP3lMp+fPbb2Wy39TCaCNH1i76NwerVkn+dmoqMGxY+P6//S2wYIEUyTt0SIIuHg/wH//xEW67LSVYLPHAAdkn2ucH5JwVF8sxjICO1qkAcoL7pKSsBfAKAD8CAWtw/T8gk9du3STlHwgtXuhCIPAxtL4YWiv8z/9UYOXKaViyZB169nSitDRyslteLgUs/f7w7/HllzfB41kHwMha0XjggR1YvNgNrXfg6af/jJEj16FfPycyM+UaqquGRt++QI8eVTh2LAlAR1itFyIrKwepqWa7z0OHQltMujBvniw9sFh2BGtanHuudAnp2TN64CYQkM/Rq5e5rUMHCQoNGiTPnzhhLrNISZGgx3qJxeD3v18Nrf8rrNtHhw7A2LFSl2Hz5lysXXtvsAbGJZdEXvtVVZJt0JT6AhkZEggoKpLvaeZM+f0DgC++6IXs7PlIS5NlBgBgtQYA/Af8/imw259GVtYClJUB48fL9RGv1oYdOsh3cfSoXIPdusm5rV30k4iIiNqHuAYWlFJWAM9BFhznA9iklFqjtd4ez+O2lNpr4gHUO9mNVi+hvuDBmYomGsc3ggpG14Dmrq8PnVyPHj26WRPW2p+vKUGFUC6XCy+//HLwM7dUgcVY1zCo6/0aWigztOAkALz00ksxbVcqQasceL17g9vWrr0ZWn8VNmEK1bs34PebBfAKC0vw9ttmmvjmzR5onQClZCJl1AcoKZH2f9FqChQWRmY1VFUBixcPQiBwbshWD4BfANgOv19maXKNfA/gvOB7vfGGTJimTZNXdesmwYutW4GGnrLSUqmBkJkpd5UzMpx47rl12LJFsjj++7/NAoGTJkUGBkaPBtaskZ9XrgQWLZKf169PwcaN04Ln1uuVsUVb315YKBMzo1OBERTweK6F1sZf619h8+ZXIwpsGrxeM0NA6/DihQkJffGXvxh7Xg+v90Hk5eXiuuuc2L4dGDdOjm2zScZEQYEUzrTZzMnwk0/uxxdf3Bs27htu2I/q6tUA/gCt/fD7JdjRs6czeNfeaJ0ZLdh04YVJwXamF1/8dzgcfQDIOejUSbJQdu6U127fbmaSaD0t+B6TJ9e9JAWQcz5oUPh1Z7HIRN9ikYl7fn54/YZLLzUDC37/9QD+I9gpxfg9MbInfL6f4eBBefPEROCOO6KPo74ipWcyYgTwr39JVsp550lw64cf5Hp9/PHwwpoTJlgwe/ZlNVlICzBihBNVVZH1D+KhTx/5b9s2uYa0bt7nJiIiotYT74yFiQB2a633AoBS6nUAV0NuLbZ7oZPD2hkLdWUXREtdr28iWV96e+3j33777Zg5c2bMCxvWlYrfkIBDczpKRJObmxvsqtHQAot1jbUxhTHP9DkaW2SzvvdryJIGp9OJxYsXY+7cufD5fMFzEqsMjtzcXHi9QwD0qdlyCn7/VwD8EROmQEDuavbqJXffQwvgOZ2bMW9eNgCgpCQBn332DS66aDwSE2V9dWamTNIOH5asgdAJj9crWRO7d+ciO9tcdvHyy7tRVVWrwhwWwfhrRVq42hAI+KD1NgQC54Xt+fTTB9G9++Hg+6WmNnxJxKlTwIYNMs7Dh2VbWpoEF8aOdeL774HPPjP3v/nm+t9v2jTgscf80NoKwAmvt09YV4FDh+T9Qyd4FRWS6p6YGLpMxYm//vVT/P73mcEMBOBtBAL+iAKb1dUSHElOls+ekiITzqQk87vbssUF4BiAHgB6Q6mLkJWVgy5dJDPgs8/k2H37SkDo6FGZcNvtMvkuKwNWrgy55Y8KZGW9hd/+9la43eEZHiNH5qBbN7NIn80mk0uPJ7LF4cSJCAYWDh7sg9qM68fnA7KzjewZLwKBy4L7dO/+HdzusojlPMbrlAIGDoz8rowAUWhAwXDhhXI+JVg2EhaLEzbb1mAgx1yq0hla3x583U03SXArlM8nn7t2AczGSEqSCftnn7mwc2cupk4dhh9+mAygZ/AYhqys8N/ZEyckEBHvoEKo3r0lWJeSEpu2lkRERNTy4h1Y6AMgdLVsPozbh2eBaGv/z5RdEC2VvvZE0pikpqen11srIdaT9oZqbL2BWK79r32nv3aBxfrGGhp8ARpfp6G+IEvt9wLqvhbO9H4NVVRUhEAgEPOMFcAoJFkQUmDxc9jttpq71OF3vo12dJ07y8TS5zMneHv3fgygGIDcMf7kk4O46KLxSE6WgELfvjJ5VkrS6UPToD/91IWHHpoGn0++u6uuuh3Dh4/DsmVmEb7k5CJccskWvPfe4/D5LFDKggcffA5DhoxGXl4ufvhheLAyvuHIkUzceecvsHTp4uBkSmuZDEfrLhCqqEg+W2qqOak3JmBaA88+a+578cXhXQ+qquRa2b/fnNAePOgCcBLAjJq9bgqe206dZMJeUiIT3bQ0uYt+4oSMISnJLGz3+ed5eP75FBw7ZiyG98NieSdYYDN08lxcDIwcKZ0KlJKJrdF5w7B1ay6APABzAQD9+v0h+B5dush3rbXcZR44UM5dd7MWIZYu3Qev15id70JCwk9x992vAgjPjBg/Pgc9ezojloukpclEMzU1fKI5fryZzbBjh1wztTNa0tLk+YwMOc4HH+zAm29m1Dx7HI89NgFKAX6/LyL7prhYshXqm9QnJck5qKw0l8906ABMn25moowc+SzmzasOvq+5VOWvAGQs3bvLMoXajAKGzbVnjwu//a0sBVFKAUgEsAlAeNvPLl2+A2BWjwwEWr62QZcucg5DryEiIiJqX+IdWIh2z0OH7aDUbACzASCzMeWv24jak8OGZBfUN/mLVuwwMTGxzolvPAr2nUms6w00RmODKaFj9fv9WLp0KV555RXceuutMfsM0eodhNZJaEjQorEZD0BsM1ZqH9/pdGLKlGH4vKZBwE03jcH06Z9FvctbXS3ZChaLrFs/fty8q5uVlQOrdT38fiMVXcrUW60yIdy61UznLysLDyx8/LEUEwwE/AgE/Fi1aimUyoLWRr/Gatxww3/j17++D1ddFVlQEgBeeOEeAGaVe4PPNzss68JqlQl8fYEFl8uFFStyMWpUDs47zxlxR/cf/9iFzZuHB99vzpzw5zdtcmHBAgmUGBPavLxcyHINCSwkJ9+F0aPlrrKlph1fVRWwvSbHy+mUIEDHjmYg4Kmn9uG118ZCytiI6647jF69ZkWcj6oqCQKFFtFMTZVJfChZWjEfXq8EFgoKzkNZmZmmbixnCQSkFkSorVtdeP11c4Y4blwe7rnn1bBxGHfIT5+WyWTtdfWDBslEc88eM3AFyH5Dh0pav98v9THOPx8RjO/G4XAiLy/09+Ej+P0eAKgpkOrBpk256N7die7d5T0bUqhw0CApbBpal+OKK8zAwoED48PaNmZl5cBiuRKBwC+C2/7wh+itFGMVWNi82VwKYrFYYLN54PevhNa/D9mrAidPvgcjsOD1SubFmYqqxprFIgEqtpYkIiJqv+IdWMgH0C/kcV8AR0J30Fq/AOAFAMjOzg4LOrQnZ5oYNnRCHFrsEECzOjLES7QgSVMmxk3VmGCKMVaj2KPWGlVVVSgoKIhJzQSXy4WDBw/CVnOLPqHmVmdjghZN7ThR1zXV2O8i2vHPO8+J774zF/dfffVADB48MKKuAiCTESOQ0KOHZCAYjx0OJ37961T89a/yuKDAnLV16iTLIbp2leBEUZGkb1dXy13qIUOMugHmd6f1L4Ovt1hWYcqU84LHqT229etz4fdvBXA1lBqF0aMT4XYvBABofROGDfs+uK/RIaJ/f0RlBvw8EXe5y8qAv/1tP95806yy/5OfHEX//r3C3mPrVjNQYiwnkQn8U/B4SgB0RllZT3zzjaSnh44tKUnuzn/zjdwpN+4o794NvP56f4R2Dh458lvMnz8GSkUW2CwrA4bXagZgBAuKi+V7U0rO5/PPL8K8eUU4fTodVVU2vPMOcMstka89ciQ8q2D16gPQ2vguTmHChCNwOG4K1hgIDXZ4vdHPeWKiBD969AC+/lqWGBitH7OyJLAAAJs3Rw8shB7L5TKvC6U+gs1mB6AQCPhgsyVgxAhZilFQIBk0xnHq0717ZHbO2LFy/R4+LOf52WelEwoAjBzpRHr6/6CwUB5fdVX0cQOxqzMwfXoOnnjCXHIyb95i7NljxRtvmPsotRUTJ14QfFxVFb2mR0sYNKhll18QERFRbMU7sLAJwFCl1EAAhwHcAOCmOB+zxTV0YtiQCXFoUb7a7RlbcvIeTejxz9T+ETjzUoCWYEy+ly9fjpdeeglerxdaa7z//vt45plnUFRUhPT0dOTm5gb3b6jayyxmzZoVXGbRkM4OhuZkgERbRtPYIEW0jIvXXtuOkyelqlxaWnjrvdq0Nu/cRqvofsUVI4KBBbcbePVVafPXoYPZXcBikRT/wkLg++8l5b1/f0llf/fd5VizZhn8/gACgX8Lvu8DDzgAlGDZskURd+YDAWDUKGMt/7uwWD7A9u0KwBUAsgF0wI8/TsDkybJ/hw7AyZNm9kRd5yg0KGAc78EHgQ0bBoTsfQL9+78O4P7gFr8fGDcuB2+8IcEsYzmJTOD/H556aje2bRsPAHjyyW2YP78kIlDSsaPUeDDS9LUG/vIXQGtjwNthsz2FefN+VecELRCIXNPfoYNkQuzeLcEdY2I5ZowTv/61tFIEgNdeA264IbwORnJyZKbHsWPTgz9bra9i0qTJwRoDXm9kYKa+u+PJyVLscvPm8MDCa6/Jz3l58mdoIAFATT0DG5TqhkDAPI//5/+Mx9Spc2peK/v37OnE8OGSddPQ1o5Wq/xObN8uvx+JiXLd3Hkn8Mc/yj5vvinLI8aPl7oQhYXyS9KpE3DPPfW/f0OCG2dywQVO/PnP67BjRy4mTJBrTWuEBRZycgbB4egZfFxd3bj2lrHEoAIREVH7FtfAgtbap5SaC+BDSJ7uy1rrbWd4WbsTy6UBtds9GjUWgMbXBIilaBNWo6Vl7ZaZTVkKEE+hk++lS5dCaw2v14uVK1fiZz/7WVhLzcaMNfR7B2Qpj/HaxizXiGXHiaZci6HHV0rhxRdfRCBg5nhnZZ35H/1GWn5iotz1rqoyt6WnS3r5kZpcpcWL5a7ugw+ar7fZJOX9229lwvzdd7LdyESYMWMm3nlnH9as6Rl8zxEjSuqcrFZVAeed58Sf/rQOe/fmoqDgIP75zxcBPANA2g6+9ZbcgbfZZFLo90tRw2jBETPgZwYF3G4XXK6vsHHjAwhd9WWzPYzJk28Le31FBZCT48Tatevw6qu5uOACMxDicDjx8MNmoccffxyCOXOG4vnn34gILoRO4PPypJAkACgVwPXXf4VLLvlV1KwSQM5vXWnuXbrIBP7zz8Pvws+YATz/vARdCguBTz4BLrss/LU9zXkpysqArVvNyMUf/3gBHI4xWLZsUTAt3+fzYPPmXAwf7kRKSnigIpra30ftOgtffbUJ//7v5nVwxRW31nTL+Se0vjT4OqW+wdSpE8POu98vWTOdO5+5vkZt/ftLkMdYppKYCFx+OfDRR8AXX8i2JUuAF18E1q41X/erX0Ueyygc6vHI702sChhOmSK/P6FLWO69F3jmGQmO3HVXz7D9tW75ZRBERER0dqijQ3rsaK3f01oP01oP1lo/Gu/jtQZj0mG1WmPW7nH+/PmYPXs25s+fD6fTGXXC2JLqO77x+S0WC5RSKCgoaLGxulwuLFq0CC6XK+znaGbOnImkpCRYLBYEAgF88sknuPvuu1FdXd2ksdb3vRvfYWOWNDzyyCPNDsLU/i7S68lrNs4XIIGQWbNmQWsNv98Prc3Pkp0d/fXV1dJ/PiUlvPBfr16Sth/qqqvCH2/ahAgWi0x2unWTdP/kZJnMvv464HI5sW3blcF9L74Y2LIlN2yyKvUK5O71yy8vwvHjLkyc6MSNN87HjBkzYbcnwGJ5G4Dko0v7yR3B90xKAlwuSbMPrZoPyHf0zjvrMHPmI1iyRDJy7rprGl588QNobQYVbrzxBbzwwm0Rk/uKCumacNFFTtxyy3yMGhX+/PDhQEZGTZsJJMLrnRP8PHVZuzY/+LNSr+KSS86JOG4gIEEWQIIm/fvXHSRKSAAGD5aJtiExEfj5z83H77xzAm63C8uWLYLbHfl79skncl0A0llgxgzpIWq0w7RarbBaEzB8eE6DawkkJJjBKkB+Pucc8/OtXHki7DoAAKv1CgCXhrxLEZRaEHFOy8slMGK1otGsVlk6MWyYBFQAObcPPWS+35YtEgAylm5YrcA114S/T1WVFOmsrpblKENqNzxphrQ087wZbr5Zgnuvvho9Eym0bgQRERFRQ8V7KcT/Ci3RnSGWd7VjffzQ1od+vx/vvfdeWM2BeI219lKE0Haf0Sboxve0cOFCfPLJJ8E6FsZrGzvWhnzvjWnLGYvrpvZ3cc8992DLli0RRR2jZaBkZmYGO0wA6wGkwWo9H9nZkfFHn08moFlZst48dPlAjx7Arl2SAbBtm6SoT5yYg3HjnLjzTtnn0KHI9o6hMZBu3eQYN99stnUEzMpugwd/h8GDw9sWGlkERhbDG28k4LXX1iEpyRnWiWDTpkJs3CiV+Z95Zh1Gjz4Nh8OJzp1lzPv2yUQvO1vu3hotCMeMcSIQkCJ/y5YtgsdTDWBScEw5OQWYN2922HmqqJAJfWqq/KeUBF6OHo1MOb/mmnIsXSo/a30vhgzZWce3LDZvPgUpWwNo/RHy8g5HBBZOnpTPZLPJ58jIiPJGIfr1k5ahoRkn/fptBTC25pg2zJ59MQKBqmCnjtCuE++9Z77XT39q/myc/02bcjFsWA6GDnXC6214lkCvXrJUwxjTZZfJkhkA2LNnbNh1cPnlM7FhgwP5NXEXi+UDANfCblfIyvpj2PtWVcl7N0d6OkK6p0ig4oILzLajDz9sPjdmTGT9hMpKOe9Hj8rn6xmeRNAsnTpJ8CWU1QpMmRK+zeeT32GLJTxISERERNRQDCzESLy7M7RWa8mGHt9ofRgIBOD3+zFr1ixkZmbGdayhWRShbRerq6uxcOFCLFy4MGpwYeHChVi/fn1wUr148eJ623rWJ/R7r90mND09vc5lFvGslxH6XXg8nmAnjNDjR8tAycnJQWJiIqqrq2GxLMYzzwxFr15T0LdvtGPIXeNoE9VOneQu7po1Lsyfb6aoz5u3GCkp/4bS0q7w+yW4EO2OqbFePiXlShw+fG6UT5iHU6c+gsMxPxgsMOoVhKbcezwebNmSi0mTzNR3h8OJQ4deA+AAAPj905GX98+w7hDduknQZNcuYNw4qQuRkiLPGWn7UuXfAr/f/O6s1k0ArgwdKMrLJXU/dLKYkWF2Ugit6XDHHcPw7rvlyM/vCKAT1q7tg927I+tHGOeooMD8YqzWbcjKujtsH79fAhmDBsmSgczMM9+NttulCOHXX0umgMUCHD36PoBUAP0BdIXPlwXgX8FOHWvXvoIlS9YhPd2Jb74xxhO5ZMLhcGLgQCdSU+X6CS3IeCapqeET5D59NkOCHTbk5/fCr3/9dyh1AFlZOSgtdQaDCklJwKJF3bB79x+j1uGwWhu/BKK2Tp3kOKGBsjFjduCzz6StY1GRue+kSZGvNwpYKiVBijMtDWmMLl0k8FdYWPd7V1TIGFNSJNjFWgdERETUFAwstBOtXbgRiB48CZ1Mh2Y0NLXtYWPULnRpMJY5rF+/vt7MhViez2htQo0lF4FAAFVVVVi+fDmcTmdEtkBzAhvRROuEUbveQrQMlNrnJTvbiXXrIicap0/LXd76usMOGADs2GEuVfB6q/HEE3Ph82UCkBnnvn2RgYXQjAOl/AAksDBkSAn27XsMgcAx2O0fIDv7LQCR3SCMlHuvVz7X9Ok5wTR1w4wZA7FmTQWAZAAjkJl5KWrr2lW6BOzbJ7UhEhIkrdyYODocTvzud89h0SJzpjh9emQERuvIGgFdusiE1u+XCV+HDjK5tViABx7oiAcekP3WreuMTz99DAkJj4TVjwCAL7/cAMB4XIUrrzw/Ivhw+rS08BswoP6OF7WlpUk6/v79MhnNzs6BxfIRAoFZAACL5QpovT54bXm9g/CXv9jDlo9MmhRZJBKQDIGMDAko/PhjwwMLKSnyHRw/Lt/B7t0fAzgO4HIAwD/+cSUuuywF+fkIBjcA4NprgalTszF1qrme58QJWeIRCMh13NyJvFLSDeLgQfke3W4X/va3iwFsgwRjTHX9enfsKAGdaIVDm8Nmk6yivXsl4yPad1JWBowYAWzbJpkTRERERE3BwEI70NR2hC09rlhPkM+krqUNSqkztumMdYaJ2TXAbBNqjAUAtNZYtmwZZs6cGZYtUF1djblz5yIQCMTsuw3thLFs2bLg8pD09HQsWrQoahDBOGboefF6I9/b45EJ2ciR9d/ZtFqBSy7JwfLlCTXr3mWZCrAdRmDB5TqIadPCoxN5eWYwAsgJbr/tts7o1evKmuyEt6IWKJT18k4sWrQO+fm5+PnP5XMtWeLC6tWyHMPhcCIraxIcjlNwu2VWe+rU+KifITlZJlupqTL5On1atn39taSOjxtnLnvo1MmL6dPHRZyrjh0jswRsNlkusn+/rNE/ftx8bupUCbbs3QsAHaH1NfD5VoR1oQCAtLSLgz8rtR1XXlmrDyQkcNG3r0zEJ0xoXEHAgQNlouz1ShBl7txUPPOMcV7uQ/fuk7B//14o9Qa0fgzffecIe/2MGXW/d+fOck5KSxs+qbfZgMmT5e76119LAMlmew4+nwQWKipSsGoVsGpV+Otqr2wKBOS6rayUn3v3Rkz06AHs2SM/5+XlwuerAvAQgNeC+3TtGtnq01im0qFD/DIFlJKAwZ494YU5AbNY5LBhaNTSFCIiIqLaGFhoB2LZdSKe4yoqKgp2imgptZc21K610FK1KKK1CU1MTMSll16K1atXQ2sNn88XnMiHdmEwlnLE8rs1AgRGIKOuZRkNPZbWMgG22aR7QEPWYV98sdmVoUuXdDz++N3w+7cHn9+2rRRay7KA9HS5K21mHNgRCJwX3HfCBCAtzVlnx4OSErnbO3kycOmlTijlhFIS/HrgAQl+LVtmdo645JJUuN3y2mXL5K5+7SKVKSnArl0ufPhhLhyOHCQnO7FiBfDBB5HHHzfOHjExLCuT942mTx/JVhg1SroKlJVJSr1SQFbWAezda9zp/j+w2d4KtlEEpPXi+vXnBB9PntwXDkePsPevrJTMAyOo0dh183a73MV2uyXD4Be/GIGlS6XA1zmIigAAIABJREFUYFmZHWVlUwFMhda3Rry2UyepMVCbzydZBx06mG0kGyMxUV6fmAiMGuXE888DL730KbZvn4Li4oSI/ZOTfRgzJvx/cRUVctc+LU2CN7Fqrdi5s4zL6w29ht9EIOAB8CqADpg06TAslj5hr6uslGs/3ssPjMKcP/4oSyMMxcWypMliAc6NtuqIiIiIqIEYWGhjoi15aO3CjXVpK+OqffcdQIsvG6mvTeiHH34YDHocPHgQAML2DZ3wx/ocGsGD0JagocsyGqqiQiZAWVkNr6CfkiJ3u6dMcQZf8/jjK4KF7qqrB2DVKmDRItn3rbfMIn8rVx7Cu+/KuoO+fcuRllZ3Dzy/X1LsL7ggslVebm5k5wiHw4kLLpCWex6PTPDnzvXikUe+x8UXm1kHbrcLv/mNWSNi7NgD2LChO6K5+OLIbT5f9NRzQCa2EybIBHvgQGDjRpmQu90urF59C4AfIB16f4J77tkEh0MCCevXA/ffH/5ekyb1qP32KCtr/kSxd2/pZuD1SjDgllt+xEsv9QcQOYkP9dOfRgYyAgFZgjBqlDmJDi3c2VBG8csjR4CxY53461/lPL/11nY89dQAyPIWUVW1Etu3Z4YFoyorgaFDpeZFWlrTukFEY7HI0qB9+8xr+IUXFmLDhneg9RBYLOdiwICLADwY9rqqKvn+W0K/flJLobBQAipGBotRNJW1FYiIiKg5GFhoQ+pa8tDahRvrUte4WqMeRO27761xjurKAAhdlvDiiy8GCyka2R2jR4+O+/nKycmB1WqtaSVpLsto6PEqK2UC1JiJmMUiE7jjx+WO7nXXzUbPnuNw773yfEFBR9R0u0RpKfDSSwfw4IP94XA48frr5tr0o0dfgts9IWorxcpKWQIxZEhkUMH43JJJIh0Dxo3LASCT5lmzduGFF/rC6+0In8+O3//+bWRkVAWPE7osw+u11xlUmDMHuPzy8G3V1TK57tw5+rmxWs1Wi6mpZvE/SaM/AOATGO0Sn3zyHLz1VhkGDfocx45NBhB+m33o0Mj317phrRzrY7FIXYY9e2TymZT0NpRaBq0fBHBHxP49ehzBpEl+zJ0bvlC/uho4dUoyIGIxie7Rwyx+CUgWTVXVaij1LrT+Irhd6zXIyzs37LrRWibVFkvd301TZWRIRgAgwYXZsxdiy5b18HoLoNQxpKX9LOI1gUBkDY54SUgAJk6Uoqnbt8s1mJDQ8DoXRERERPWJcakoao5oSx4MTqcT8+fPbzNBBUPtcRnBkT/84Q+YNm0aXK7IXvf/2zidTmRmZsLn87Xad+t0OnH77bcHaz4YyzIaypiQNVbPnjL5P35cJlHnnz8heIfU4wnfd+XKDVi16gUsW7YIGzaYxTi1/gR5eZFjPXFCJuS9e9e95MDpdOK999Zh5sxH8Nhj69Cjh5xjt9uFv/99HLze+4L7+v0T8e67y4OPjZR2q9UKq3VEcHuPHpW49tr/xrRpR/Hcc8CvfhV5t7e4WOpQNCQQY7HIhLukxDymxbIQQEVwnwMHOuGzz2Zg27bwL8Fmk/XxoaqqJAMkFhPGjAyzlWJWVg4SEvJhtd6JhIQ+EfsePz4JH344HLt3m7/zRuBnwgRJxY8FIyCgtXyPy5YtQpcu6UhI+AbAizV77Ybd/nHYEhKj5kW8JtIpKZJ1UlUljx0OJ+bNWwyLxYpAIICnnroPbrd5bkpLZVlCSwUWDOnp8rsoNUla9thERER09mLGQhvS0KUFbaFDRF3aWj2ItnKu2sKykZkzZ+KVV15p9Bh8Pklb79Sp8cfs1k0KEu7ZI3etO3eWCWZoCz5DIODAE0844PenQ2ujVocXNtvXyMqaX2tfmcyPHSt3Xetz4YVOeDxO2GzyGcrKzGwEYH3InpOxevX1mDFjZrDbhNHOErgOzz0nex0/vh6rV98Guz0BN9+8DmZ3BlFZKcfpEblCoU49ekhLyNGjzWMGAquxdKkXgcD1ACIrLw4eXIrrr09BSoq5TWsJaowZ0/Bj16dTJ/nOqqoQdj6ysnLw6KNmwUI59iF4PArvvrs8mCVQWiq1K7pHT/ZoErtdJsebNrlw//3h7UxPnz6B8vJ3YLXux5Qpq8OyFcrK4r/sYOBA4PvvzaUgxcVFNa1wA2FLcQC5TsaOje94oklOliBIURHrKhAREVHsMLDQhjRkyUNb6BBR32S9LUygDW3hXBnawnKWpo6hokLuXDd1DXZKitwZLSiQx9dfLzUFIo2Az1cAwMzh79WrAI8+ujpiGURZmWQqnCmoAMi4MzKkQwIgxzYL7O1GIHACQDcA3RAIDA6b/BkBhuVmIgO0/gFa+yMmioaSEuC88xrXOjA5WSbf5eXmMZctWwTgDwDuBfAxgAkhn2kWLrtsEK67zgy4GHUMMjNj1+0AkGwQt1smy6HtPe+/H5g71xjPPGgt3U/WrFmGGTNmYuRIJ5KSzDX8sdSzJ7BxY3j9jOLiItx+e93FY/3++IwlVI8ecr0FAvL9G9eZzydLcYwMipMn5TPEqnhkY/XtK4G+0KAUERERUXMwsNDGnKlSf2tnBJxpst4WJtCG1j5XtcW6xWVzxuByuYKtJ4H6i11WVTXu7ns0nTrJ3XQAuPBCICenALm50fKwwwsDXHFFPzgc/SL2qqqSzgoN5XCYE76kJGD4cPPu+0cflePHH6XKosVyQXDy53a7gnfn8/PN82K1HgBgDZsoGk6flgljUyawAwYAmzaZmSHmpLQMSs2G378RWtsBlEOpVejSZVHwtWVlEgDKzJSWhrEsxJeRIQEcrze84GJysgt2+5/g83UB8BYABUAjEPAhLy8XvXs7MXx44wIsDdW1KzB6dPRJezTGRD/WdRVqS0gwO3507RqZ5eFwOFFWJtdga2YLpKfL91q7FSoRERFRUzGw0M60dkZAQybrbWEC7XK5cPDgQdhqmra3dvaEoS0szQgNDtVuz1lXVkdz72wmJ0u9gUAA+P57F776agaAlwCcj9TUrjh1KjLVH5Bic7UZSzNSUxt+fGOibbFIocdt28y770qZRfd8viXYtQvw+b7GPfeYafaDBx+BUTTx7rvvgN+fFpwoAhLoKCmRSvvDhzd8XKHS0mTC6fHIBLX2pLSszI5nn92H3bt/A61P46mn7sOQIaMxerQT5eXSajMe6/WNOg7btoUvacjLy4Xf/z609sNiscBqtUHrAGy2BIwfn4NAIH5r+Dt1kmUjzz23Dlu25IZ9F9EYbSZj1QWiPv36AQcPmsGM0CwPn0+WQEyd2rSuGLGSktI6yzCIiIjo7MXAQjtjZAQsD83NbkGtHdhoiNoT51mzZjWqA0JLjKs1l2aEBocCASmSqLWOGijy+yUo0Nw7mxaL3CUtLzc6H5QAuA5WqxXZ2Svx8cdXR7ymQ4fod3VLS2Xy1tQ74RkZUhXfmPjVnmA9/jjQpUtfeDyDoHURPJ6L8cMPZuBjypQRGDQoPOW+tFTG2rt30yevFgswaBCwc6fZpjJ0UgoAu3a9jt273wtbs9+vnxOZmfEtAtirl9SA8PvNz1c7zX/evMUoLi5CVlYOBg1yIiUlsu1krBjLW+x2J8aOrf93SGu57qJ1z4iHLl0keLV3b2RtiVOnJEgTrYNJS2vIMiIiIiKihmJXiHbqlVdewYsvvtjinReMwMYjjzzSqjUL6hM6cfb7/cjMzGwT46yv60c8GcsejOvECA5ZrVbY7fbgz9ECRVrH7q5z9+5ytza024LNloBLL+0bnKx27y5ZChYLcMcd0e/qer3NG1NCgqwxLymRx+eeC5xzTvg+xcV9ofXnAL6F1svh85mRlZMnN0S8p9aSQdHcO+I9e8qk2eeL/nztc5eVlQOPRwIS8WSzydjKy81tRkbFnDmPYMmSdbjuutl4oGcmbnr4RlzwEwvGXD0AWLEibmMyOo7Up7xcOpJ07x7/+gqhBg+WrIAKs7FHsAVp//51v46IiIiovWLGQjvU2rUD2sJSh/q01ayK1hhXXVkSoXUwgLprLNjt5t3z5uraVSbNPXo48cwz6+B2GynsWfjP/wS++gq49VaprG9MwmrzemV7c9fK9+0r6eqATJpffhl44olXsGrVD9B6AYBkANFmovn47rtPkZ19XnBLICABhVi0MUxMlDvaO3dG76RQe3nEyJFOVFXFr4ViqF69gCNHIsdjZFSkvr8C/R+djY1VFcgFkJN/AM7Zs2XHm2+O+XiMQE5oFkUoI1PB6Wz5IolWq2RI5OWZ301pqSyTaYnlGEREREQtjYGFdqitTpzbirZUQDJUa4yrriBU7eBQXWMxWtPFQufOwEUXAbt3A0lJTmRlmce89FL5zxAaVCgqQk3HAZnEjxjR/OKEnTtL5oLPJ4EFqxWYMWMY1q69Cx5PGbR+OurrlNobUSSwslLuhseqSGHfvsC+fVK3IVpwJXQyX1bWuFoTzWEstdA6+vnv89wCbKyqwDQAHgAJANZVVMC5YEFcAgt2uxSrPHRI6lPUdvKkZAe0VueF9HQZo3GNBQLRx0lERER0NmBgoR1qqxPntqStZlW09LiaE4SyWOSueSzXydtsMtHbv7/hr/H7pdhdUpJkLMRibbhScge+oMCcMBvZABs3/gurVlXi2LHIwhLDh4+BwxFezKCyUjo6xIrNJsGTb78987mvqmq5wEJCgkyWKysl4GR0+VBKxpFQeBC5kKCCv+bPXABOIzUkDvr0kSBM7WCH1nLdxHuJSH2sVjn+jz/KNZ+QwPaOREREdPZiYKGdaqsTZ2pbmhOEslplghtrHTqYk9IzMZY+GC0YbTH8G6t7d+DAgfBtRjbA2LHA/fdLkT27HTh6VJ6/9NLIColax76NYbduZnvM+jIhtDbPTUvo2xfYskUyJZSS4/foIfUqqrpnIufYASTAzFjIASStIE5SUiQrwfge7XaZxFdWml02WlPv3hL4OHFClvjEsg0oERERUVvCwALRWa6tBaGSkmSC5Xa7grUC6moVWF4uk7N46NKl7oledjbw8cfyfGkpsGCBBFquvFIm1aWlEiCx2WQyG+vJvd0un/v48TN3e2hux47G6NVLMiTKyuR7/PJLyQwAgMB/PYqJ98zGuuqaGgsAnMnJwKOPxnVMo0ZJscSSElkWceqUBKRaM1vBkJQETJgAbNggARgiIiKis1WzAgtKqT8DuBJyg2oPgNu01qdrnpsP4A5IVuy9WusPmzlWIjoLJCQAu3a58OCD0+D1emC3h7cqDA0yeDzRixjGahxdusiENDTjoHbAIzERWLpUnisrk7v0558vtSK8XglCxDKTwtCnD5CfH72mQXW1BB+s1pa/K5+UZB6zVy+ZzHfrBnS8/GYEOgDO3y+Q5Q+ZmRJUiEN9hdoSE+U66dgR+Pxz2dZSS0TOpHNnYPLk1s+eICIiIoqn5v5z+GMA87XWPqXU4wDmA3hQKTUKwA0AzgHQG8AnSqlhWmt/M49HRO2cUsCuXbnwej0IBPzweqvx+ONzoXUAdnsClixZFwwuKBXfdennngu43ZKq3q2bBBXuussMeISOBZAU+/HjJc0+O1sm/fGq8t+1q2QtHD4sNQ06dZLz4fWaBS2N9pStpU8fqSHQr588ttxyM3BL/AMJdUlOlqURp061TKeMhmpLYyEiIiKKh2bVMddaf6S1Njqufw2gb83PVwN4XWtdrbXeB2A3gInNORYRnT2mTs2B3Z4Aq9UKpSwIBPwIBPzw+TzIy8sFIAUBU1LkbnS8pKQAkyaZ9Qzy8syAR+hYQhl3ni2W+LYOtFiAMWMkOyIlBSgslGUHxcVS+6J379bvMtC1q9RdaCvZAQAwZIgEjIiIiIio5cQygfd2AG/U/NwHEmgw5NdsIyLCT37ixKJF67BnTy4slnS88MJ98Ho9sNkSgu0cy8tlkhhvVqtMjKuqgKwsCXj4fOFjCRWLrhSN0bUrkJUF7Nkj2QFaS6bAoEENL4IZL1arZG7EM8DSWAkJLf8dEREREf1vd8bAglLqEwA9ozy1QGu9umafBQB8AFYYL4uyf9R/AiulZgOYDQCZcaweTkRtR1ISMGKEE1OmOHHyJDBhwmjk5uZiyhSzxoLf33J35Lt3B3btMltORisqadQ6iGcGRX369wcOHpQ6Am0ptb4tBRWIiIiIqHWcMbCgtZ5e3/NKqVsBXAFgmtbB+2f5APqF7NYXwJE63v8FAC8AQHZ2divffyOilpCSInfiCwrk7vvYsU507+5Eaqqk/HfvLksB4llfIVTXrubdf6PlZG1er0zoW6umgc0GjBvHloVERERE1PY0q8aCUuoyAA8CuEprXRHy1BoANyilEpVSAwEMBbCxOcciorOH1Sr1A5KTJbBgtGs8fVom+YcPSzHFlrobbhy/vqUFHk/s20o2VteuZ24/SURERETU0ppbY+FZAIkAPlZyG+1rrfUcrfU2pdSbALZDlkjczY4QRBQqORlwOmVZhFKSoaC1BBy++UY6HrQUm03aAhYVyVi6do0Mani9LZdBQURERETUnjQrsKC1rrO0mtb6UQCPNuf9iejsFlorID1dJvcdOwITJ8pkvyUNHCgdF5QC9u6VIEKHDkBZmQQZfL7Wz1ggIiIiImqLWvif7kRE0Y0caVbzb40Cib16yX+A1Hj4+mvAbgcqK80lEq1VuJGIiIiIqC1rVo0FIqJYSU5u+SyFuqSlAf36Afn5wPDh0o7S42FggYiIiIgomjbyz3giorZl6FBpedmvnyyLKC9nYIGIiIiIKBoGFoiIokhKAsaOlZ/T04ERI1quSwURERERUXvCpRBERGeglLTFJCIiIiKiSAwsEBEREREREVGTMbBARERERERERE3GwAIRERERERERNRkDC0RERERERETUZAwsEBEREREREVGTKa11a48hSCl1HMCB1h5HE3QDcKK1B0FnLV5fFG+8xiieeH1RvPEao3ji9UXx1t6usf5a6+61N7apwEJ7pZTarLXObu1x0NmJ1xfFG68xiideXxRvvMYonnh9UbydLdcYl0IQERERERERUZMxsEBERERERERETcbAQmy80NoDoLMary+KN15jFE+8vijeeI1RPPH6ong7K64x1lggIiIiIiIioiZjxgIRERERERERNRkDC82glLpMKbVLKbVbKfVQa4+H2iel1MtKqWNKqe9DtqUppT5WSv1Y82dqyHPza665XUqpS1tn1NReKKX6KaU+U0rtUEptU0r9pmY7rzFqNqVUklJqo1Lq25rr6z9qtvP6ophSSlmVUluUUmtrHvMao5hQSu1XSn2nlNqqlNpcs43XF8WMUqqrUuptpdTOmn+POc/Ga4yBhSZSSlkBPAfgcgCjANyolBrVuqOiduofAC6rte0hAOu01kMBrKt5jJpr7AYA59S85m811yJRXXwA5mmtRwKYBODumuuI1xjFQjWAi7TWYwCMBXCZUmoSeH1R7P0GwI6Qx7zGKJZ+orUeG9Lyj9cXxdLTAD7QWo8AMAbyd9lZd40xsNB0EwHs1lrv1Vp7ALwO4OpWHhO1Q1rrfwE4WWvz1QBeqfn5FQDXhGx/XWtdrbXeB2A35FokikprfVRr/U3Nz6WQ/5n1Aa8xigEtymoe2mv+0+D1RTGklOoLYAaAv4ds5jVG8cTri2JCKdUZwAUAXgIArbVHa30aZ+E1xsBC0/UBcCjkcX7NNqJYyNBaHwVkYgigR812XnfUZEqpAQDGAdgAXmMUIzUp6lsBHAPwsdaa1xfF2mIAvwMQCNnGa4xiRQP4SCmVp5SaXbON1xfFyiAAxwEsq1nO9XelVEechdcYAwtNp6JsY4sNijded9QkSqlOAFYCuE9rXVLfrlG28RqjOmmt/VrrsQD6ApiolDq3nt15fVGjKKWuAHBMa53X0JdE2cZrjOozWWs9HrK8+W6l1AX17MvrixrLBmA8gCVa63EAylGz7KEO7fYaY2Ch6fIB9At53BfAkVYaC519CpVSvQCg5s9jNdt53VGjKaXskKDCCq31qprNvMYopmpSO3Mha0J5fVGsTAZwlVJqP2TZ6UVKqVfBa4xiRGt9pObPYwD+CUk75/VFsZIPIL8mmw8A3oYEGs66a4yBhabbBGCoUmqgUioBUmRjTSuPic4eawDcWvPzrQBWh2y/QSmVqJQaCGAogI2tMD5qJ5RSCrKub4fW+v8LeYrXGDWbUqq7Uqprzc8dAEwHsBO8vihGtNbztdZ9tdYDIP/W+lRrfQt4jVEMKKU6KqVSjJ8BXALge/D6ohjRWhcAOKSUGl6zaRqA7TgLrzFbaw+gvdJa+5RScwF8CMAK4GWt9bZWHha1Q0qp1wDkAOimlMoH8H8BPAbgTaXUHQAOAvgFAGittyml3oT8heQDcLfW2t8qA6f2YjKAXwL4rmYdPAA8DF5jFBu9ALxSU7HaAuBNrfVapZQLvL4ovvh3GMVCBoB/SgweNgD/o7X+QCm1Cby+KHbuAbCi5mb0XgC3oeb/mWfTNaa0bhdLNoiIiIiIiIioDeJSCCIiIiIiIiJqMgYWiIiIiIiIiKjJGFggIiIiIiIioiZjYIGIiIiIiIiImoyBBSIiIiIiIiJqMgYWiIiIiIiIiKjJGFggIiIiIiIioiZjYIGIiIiIiIiImoyBBSIiIiIiIiJqMgYWiIiIiIiIiKjJGFggIiIiIiIioiZjYIGIiIiIiIiImoyBBSIiIiIiIiJqMgYWiIiIiIiIiKjJGFggIiIiIiIioiZjYIGIiIiIiIiImszW2gMI1a1bNz1gwIDWHgYRERERERER1ZKXl3dCa9299vY2FVgYMGAANm/e3NrDICIiIiIiIqJalFIHom3nUggiIiIiIiIiajIGFoiIiIiIiIioyRhYICIiIiIiIqImY2CBiIiIiIiIiJqMgQUiIiIiIiIiajIGFoiIiIiIiIhqVFQAR4609ijaFwYWiIiIiIiIiGqUlgIHD7b2KNoXBhaIiIiIiIiIapSXAydPAj5fa4+k/WBggYiIiIiIiKhGSQlQVSVLIqhhGFggIiIiIiIiqlFaCthsDCw0BgMLRERERERERAACAQkodOoEFBW19mjaD1trD4CIiIiIiIioNR05Ang8QM+eElzo0IGBhcZgYIGIiIiIiIj+1/F4gOJiwOsFtmyRYEKXLoBSQEKCPFdVBSQltfZI276YLIVQSnVVSr2tlNqplNqhlHIqpdKUUh8rpX6s+TM1FsciIiIiIiIiaq6dO4ENG4BvvwVSU4HqauDECfN5mw344gvgwAEJQlDdYlVj4WkAH2itRwAYA2AHgIcArNNaDwWwruYxERERERERUdCuXZI10JJKS4HDh2XpQ48eQGIiYLUCx45JQAGQYEOnTsCOHcC//sVijvVpdmBBKdUZwAUAXgIArbVHa30awNUAXqnZ7RUA1zT3WERERERERNR0x4/L5Lmt8HiA/fuBU6da9ri7d0swQSlzW0oKcPIkYLeb2+x2oHt3wOcDystbdoztSSwyFgYBOA5gmVJqi1Lq70qpjgAytNZHAaDmzx4xOBYRERERERE10aFDwNGjrT0KU3m5/Jef33LH9HqBwkKgc+fw7QkJgMUC/PijC8uWLYLb7Qo+Z7VKlgNFF4vijTYA4wHco7XeoJR6Go1Y9qCUmg1gNgBkZmbGYDhERERERERk0Fr+9PslYyH0jnxL8vlkgh6aJVBaCnTsKFkUXm/LjM0IEISOw3D48Ne4++4n4fdvRkLCI1iyZB0cDmewmCNFF4uMhXwA+VrrDTWP34YEGgqVUr0AoObPqAk3WusXtNbZWuvs7t27x2A4RERERERErU9roKCgtUcBbNsmqf8lJdJK0eORbgctKRCQQogffQTk5UmAA5BiiUlJcq5aajlEUZFZR6G2p59OhM+3ElpvgNebiLy8XAAyxtOnW2Z87VGzAwta6wIAh5RSw2s2TQOwHcAaALfWbLsVwOrmHouIiIiIiKi9KC+XwoQ+X8sfe98+4PvvJRPg4EEJLBw6ZGYEtHS9gKoq+S8tDSgrAzZtkgn+yZPS5jElBdi6VQIxhYXyXLwUFgLJydGf2759XM1PPWGx/BxZWTkAJBBRXd0632V7EIulEABwD4AVSqkEAHsB3AYJWryplLoDwEEAv4jRsYiIiIiIiNq88nKZOJeXA126tOyxi4qk68GBA0DXrpKlcOCAdEAoLZW77+npLTceI0PCYpFOCxaLBD6M5REdOsi2LVtkyUZ6OuB0xn4c1dXy+XtEqQBYWRn++LLL/i8cjr4R+6SkxH5c7V1MAgta660AsqM8NS0W709ERERERNTeFBVJ3YCyspYPLJw+DfTqJUsMbDZJ5bfZJGOhQwdZijB4cMuNp7IyvKZBcrJkDoRuS0yUCb/Wcu58vrqXLDSWy+XCP/+ZC4cjB+np0SMWhw+HPy4u7huxT1UVAwvRxCpjgYiIiIiIiEIcPy6p/8ePA336tNxxjZR9qxVwu13Iy8tFVlYOHA6ZUCclSW0Dj0c6IbSEkpLIwow9ekjthdqUkuBCrDI9XC4Xpk2bhupqD+z2BDzzzDr06BEZXDh4MPzx9u0yDiP4YXSGYGnASAwsEBERERERxZjHI3fpU1Pl7nvoBDXejJR+t9uFu+6aBq9XJtRGhwOlZNnBvn2StbB/PzBwoEyc46W4WDISQillHtPtduHdd5cDAGbMmInevZ0oLo5NYCE3NxcejweBgB8+nwdudy6yssIDC4cPA3v3hr+uqAj4/PM85ORkAQA7Q9SDgQUiIiIiIqIY0RqoqJCUeWMZgtGFoUOHlhmDUc8gLy8XXq85oc7Lyw1mLaSmykS6uBg4ckRqGqSmxm9MpaVS6yEat9uFO+/MgdfrAQCsWbMMixd/hm7dnMjMbP6xc3JyYLMlQGsPbLaEYEFGQDIm/vM/gbVro7/2oYf+jBde+A0cDicSEyXzgiIxsEBERERERO2WxyMp9krJnXq7PXbr8hvK75dSBwPlAAAgAElEQVSOC8nJkk5//LhkBOza5cK77+Zi8OAcZGc7WyywcPq0nIesrBzY7Qnw+SIn1BaLBDqKi6WY4rFj8QsseDxyjixRehJ+/fVGvPzyM/B6vcFtPp8H27blYsgQJwKB6K9rjEmTnHjiiXXYuTMXEyaYS0IKCoDnngPef7/u1/r9F2PzZgnI2O1yvvz++GZ3tEcMLBARERERUbu1bRvQt6+se9+2TSb3o0a17BhKS4HvvpPJvN0utQO2bHHhoYfMZQhJSeswe7azRSakp09LHQWHw4klS9ZF1FgwGEUIvV7JWhg2LD7LNYzsjdo++eQbPPTQKACvASgB8B4AwGKxobDwIL7/3oXzz3eiU6fmHb+sDBg61InJk+Xzu90uPPOMBVu3nnfG12p9Bz75pAQXXQQMGCCfo7ISzR7T2aaZsR8iIiIiIqLW4fMBR49KdwGPRwoS7t8vE+uWVFoq6++7dzfT/bduDV+GsGFDLg4elLF5PPEbi9aSrm8UZXQ4nLjttvkRQYVQdrtM/svLYz+e8nLg1KnoAYsVKzQAY4b+Gs45ZyJycq6BxWLBP//5Ih5+eBrWr3c1ewynT5tZD263C3Pm3IGtW6M1NTT17Gn2nvzhh8648UYgN1ceG0tNyMTAAhERERERtUvGevcjR2TyqrXcSd6+vWXHcfKkZAiEMpYhWK1W2GwJmDIlBzt2AOvXA/n58RuLkaofbfnA6tXAjTcCq1ZFPmexyDmMpepq4MsvgR07gH37XFi2bBHcbjNQUFw8PGTvzpgz568455yJ8Pt9CAT88Ho9yDVm881w7JhZ3yIvLxcezxwAZurInXdGvmblyg647TZzyYPXCzz/fAmUkhoaFI5LIYiIiIiIqF0pK5OJfFGR3Jn3eqXDQWIi0LGjTCSrqiIn+/FSVCTHDVXXMoTycglEDBoUn7Hs3m1OokNbTQ4e7MQjj8j2P/8ZuPzy8GKSiYlyZ79fv9iNxQhyFBS4cP/94d0pRo92oqQkfD3B6dMTkZXlD6sLMXp0TrPGEAjI92PUjxgxYhoAc63MAw9sx003jYLbDbhqYh5dusj5uPtuoFev7/CnP40GAOze7cOPP7rQu3fd2R//WzGwQERERERE7cr338vEr7RUJvRlZTJ57N5dnldKJrUtEViorpalDdHaIjoczoglCElJMoGPR/vJkhIpHNmjh9lq0uPxwm7PwKxZ6wBIhoDXC+zaBYwda77WbpfzGUvHjsnn3bTpc3g8s6H15aiuHoYFC6wYPTpyycrnnwOPPWYGZByOHAwc2LxJfFkZwgpAHj48Mfhcnz4VuPFGCTJceeUWbNp0Lnw+O+66y3z96dNrAfQH0BlAGjZu3Ihx4xhYqI2BBSIiIiIiajcCAZlA+3zyc69eQOfOEkgw0tY7dJDlERkZ8R9PY+sSWK0y9urq2Ac+8vPN2gqS8u+F1m/A47kOzz0Xvu+2beGBhYQEczlJLAIeWkvti06dgOrqn0PrIcHnjh6V/2r78kvpqmEEZLSWgFFzOkMUF4d/nk2bzJ+nTi3EY489gaKiAnz55fvw+/vCbu+DoUMfAyDBg+zsHCj1A7SWmgw9e06PCFYQAwtERERERNQIrd1qr6pKJnU9esidd0DaS6anm/skJ8ud+5YYa0lJ9Il4URHwX/8lE+vf/14yLEJVVMQ+sFBYKBkcBw8CxcXXw2JJht9/XdR9t20Lf2yxyHn1es3gRHOUlUkmh80GnDw55MwvgHRbuO46YORIYMYM4IYbJEBRXY0mt+osLDRfqzWwZYv53Ntv/wI+X17I3nsQCOzHN9/kYswYCSw4HE5MmnQ8uEzCaj2n2WM6GzHGQkRERGcdv98s6kZEsXPqlLRVbE2VNcX6lQqfALvdZnFAi0X+HtiyRVL+46WqCti7N3rrwb//XQo1vv8+sGZN+HNKycQ7liorZbILALNnA6++Ogh+/2/q3L92YMFgvEdznTpl3tE/eNDcft99QP/+4fveemt4kGXHDuDJJ4EDByQYENqFwe9v+Bj8fgnwJCfL4/37pb4FACQmVsLn2xLlVQpJSekoKJBHbrcLWpsna98++TPWy0baOwYWiIiI6Kxz6hTwww+tPYpwZWXm3VWi9qq0VCZ75eVyd7s1JldlZZEZAkY9gSVL/oC77poGt9uF1FTJCti3Lz6/e0bgQuvIzAO324W33jIfv/hi+PNG4clYKiuTsezbJ203z+Tw4ehtOWMRWAgEgD17ZIkKINeM4Sc/AebM2QKlAgAk+HDLLcDixWYAwLBlizxvdGE4cECWMmjdsHGUloYv7cgLSU4YObISdruZwG+xWGG1WhEIBPDss/dh505X8LrasOGZ4H779sk49+9v2BjqcuRIwz9He8DAAhEREZ11jh1r+T72oaqrw+/Q+f3A5s3mnTKidmPFCqBbN5mZKYVejm7onbsCR44AP/4oxfY2bZKU95Zy6pRMzEMzFPLycuH1ehAI+OHzeZCXlwu73ezU0Ng6CA1RWip/z3TtGr7d7XZhzpxrw7bVDoQkJcW+taPRIeNf/wqPqiYl+XDFFfkAqgB4AASCz61duyNinKHZAc0ZS1WVjMcorAlIgcjjx11YuHAygF9CKTf+7d/2IzUVyM4G3nkHuPBC832+/VZeU1gof6e+/bYLzz+/CB9+6Ip63NpOnwZ27nThxRf/jPvvL8Rjj5nP5eSkYenSXPzsZ3Pws5/NwbXXzoLWgNYBeL0ebN+ei02b5LoKzVg4cECuq6Ii+Wx79zY+wOb1SmCiMdkXbR1rLBAREVG7prX0rB88WP6xrrUUBfN6pUCarRX+tXPqlLR869dP/qGeny/rvXv2bJlickQxsWIFcNttcHm9WF6zaWZxEc577nZ8lwAcvvBmZGTItV1cbHZkiLdTp4A9e1yYO9dsXzhv3uKwFoVZWTnB/ZWSiV/tAEBzVVVFL94nQY7xYduKisKDEDabBCArKiLv0jfVsWPyXnl5hQCGAQCUeh033HAMc+feiwsuyMPrrz+Jb76ZDGAuAGDdunJcc41McA8ccOHLL3Nx8mQObryxeV0P9uyRybfb7cL77+8EcBsA+TtxyxZjsv4/sFhex/790+F2L4TD4URaGvDLX0rACgDcbiAlRc7f55+7sGCBfOevv56Azz5bB6ez/nF+/LELDz00DR7P/dA6/C/frCxg5Eiza4fb7cLata8Er6HzzsuBzwfY7Qnweg8gEPAASEBhoQSqrFZZFlRQIK1Dx4xp+PmpqIhNAKctYWCBiIiI2rXCQln2kJEhgYXSUrl7qpRZOKylFRTIOCor5W7bDz9IobnWzKIgarQFC+DyepEDuc8NAMsAfOb1YOw/FqDimpthsZhtClsisOD1yoRs69bwDIXi4qJgi8KsrJywFo9JSbI0oF+/2I6lrCx6YcisrBxYLCribvS2bcDkyeZjpeTvhFgEFioqZDwZGYBSI4PbrdZcXHDBrQCAiy7KQrdu92L27Cfg80lg4bvvspGTAyilYbM9Ar//I7z6agIGDDjzpL0u5eUS/CkoMNpdXgsjsJCZKedHJuvVCAQC2LDhE2zZsh5LlqyDw+HEiBHy97bPJ9kBJSVAWhqwZ4/5nXu9Hnz4YW69Y/R6ga++MoIYM8KeGzAAGDYsfH+Hw2xzOXhwDqZNc2L3bgS3rVrlw9GjUtRj/35g+HD5/vr2lWUNw4Y1vJhjWdnZF1jgUggiIiJqt7xeyVYw0m0BWW5g3EVsyfRsQyAgdw7tdvMf2D6fTB5KSlpvTa3Rmo+owQ4eRC6A0PIEHgC5AJKOHwwWTkxKarllPpWVMiE3JqdWqzWYoeBwOHHbbfPDggputwtvvLEI69e7Yv67V1IS2T1h/37gH/9wwu9/KGL/Tz89FFy6AcjfCdFaLjaW3y93zo06D6dPdws+97vf3R12PhwOJ/793y8HsDHsPbRW8HrvCU7a167NxaFDTRvP6dPyHRnLU0LbTGZmmhP4iROnQykLtA4El68A8jlGjPj/2bvu+CjK9P+d2ZJeSAIBaaEjkAVJKIttMeiJ+LOeeoqieIqg5x2WUzkOz4aop56VAFZQPAs2NJynBJciK0gooQRCSyAkIb1usrNlfn88eeed2d00Uiw3388nn+xOfWfmnXff5/s8z/fhx9u3j/6rn7nJZMb48bYW21FbC1gsNhiNvQBMUpb/6U/Aa68FJ4UsFituvXUBRo2i6AlZhtKvRo7kDNDx40R+JCTQ743B0L5nWVb229JXAPSIBR06dOjQoUPHrxgnThC5EBVFhk1SEnmOIiNpUtlZ6ubtQW0tGfBmM02wGxrIi8VKuTU2/jwlynJzqRyfnoqho80YMAC2/HyYwCMWzABFMCQOAECG+08/2TFihA0pKdagZRc7E8xoZcbpxx9noKqqH9zuwBMz4T23m0Lbk5MzMXVqx0L81aiuJnLA7abQ/fXri2C3J8DjMQXd/quvDgBYBJPJjPT0TCQnW1FaSvubgu/SJuTn0/jXqxeNMceP+8D8x2lpyQHb19SUQxAWQpa/81szDaIYDaPRjbg4G3Jzgb59g6d7tISiIrovjAiQpBGKET2Aug0sFivmzHkMu3ZtDpq+YrFwQuHjj3fh8OFvkJJiU6IHRo60YcgQepbV1URG+JfzrKqitp9zzmPYto1YhFGjgNtuC95uSSIC1mCg3xSmz8EwaBDw/ff02V+4MSaGyIakpLbdr/Ly4CVKf83QiQUdOnTo0KFDx68SjY2kY9CjB3l+qqqISKiupgl2fT0vS9edYCXWwsIocqG+ntoIUDudzu4nFmSZCBdJImKBRS90Rq16Hb9hLF4M6+zZsKs1FgBMMpmRd89ijeFuMpkxdmwmbLbOM9yDgRmtAFBba8Q339wPIA7bt78Jmy0JBw70xvz5QK9eDqxY8RgkyaV4xP/7X3unEQseD4030dHA228DS5cCQJ+A7RihCAA+3xQAMfB4qpGVZYfFYoUs05iVkBCwa5vbceQIpQoAwPff71TpO5xGfv4xTcQCQAa/2fwkJOnfkOUbVWtMuOSSt3HZZWdh4kQrKiqobWz8amt7ysuJxGTkzz33JCtjsbrMpDr1YPhwG5KTeTtjYg4BGAEA2Lq1BA7H32E2hyA9PROzZy+AJBGZ4nA4sHKlHZdcYsM112iv02534OGH0+By8YoOzWVOeL00dgsCjc/x8TQ+hoTQcw4JIWKBgZWcZDAaaXytrKR9W0JjIx2zvYTNLx2/scvRoUOHDh06dPyv4NgxHoLKJnXqEmssFaE74fHQhDMykiaitbU0YWUTSFHs/jYBdE5JIqLD66X0kfXrqZSbjl82CgupX/0smDkTeOcdTIyNx1IASwGkxsQj79G3UTl9pqYSg9stITPT3qXNcbvJcGPE3GeflQMgi9rnuwMbNvRGcTHw6KNezJ07E9u2rYcs+yCKIkwmM3r2tKG0tHPa0tgI5ORQVYp16+qCbLEOovgRFizYi6QktiwKwCoIwu9x9tlpAMjTfqYpBwB/p5mWzObNh1VrDynpBWowg37u3Hw8/fQuzJ7N15lM12LKFCuMRjKs25uqUVNDRAoTrV282IqGhkhl/YAB2moeFosVs2YtQP/+Vs3YWFW1UXXUkQHpEmYzsGOHA2lpaXjjjUW46aY0OBy8UoQsA1u22CFJEoCLleXBiAWPh347RoygSIXaWvoPUEoGizxriVgA6FkWFND+rAxpMNTW/vaiFQA9YkGHDh06dOjQ8SuELFMN9pgY7bKCAh4OazZ3vxFfUMC9mABNWNXRCax2fY8e5HUNluPbFaiupnP5fCR2eeoURXWcPk2Egx658MvFoUNESPXu/TM1YOZM5I6fiaIi7fsG8FB3Fso+bpwN+/aR8cjegc4E0yjZu5fKS5aV/T7odpJkALAQwB0QRRETJ07DnDmPYeRIK3bvBtLSOu4t3rzZgQUL0iBJMmT5ftWajwA8DiAHgmBAVdWTuOeeZPz1r2z9DHg8M7B0KTB5MhmwxcU0VvmH3rcGWaZoBfW9jozkWgKimKtJL1DDYuHVEBoasgFYmq6LiAqWDnDqFBncbR2rSkt5Wsf771N1CIYePVwoKNiJu+/mUS7p6ZkYMoT0DBoaiJQFgKlTLfj3vz0gc3UgBCESRqNXcz179tjhcnFi69tvuZhjYyOQnGyDyTQSkkRhEqGhHowZozV/6+pozB45ktIYzGa6ZhYV06cPq7Sh7f+nTgWmsERG0rOsrKTnOWJEoDDnyZOU4hEZ+fOQzF0JPWJBhw4dOnTo0PGrQ0MDGe3793PPlyiSAc0m50YjF3TsDrhcpGOgDhvu2VM7GWUerU2btBPurkZxMdd5YKJjzGPmdHZfO3S0D243PZ9jx37edtTWBiefuOf7Sbz4YiYiI604dKjrqp+UlgLffbcCd945Ha+/vgr797fEXsyGKI6GyRSCOXOolKHZTEZzZ4wLdjsTJhwJgCX3H4cozoTReEQjKhkX50Dv3gWa/Q8cIC+5IND7eCZRC3V1ZJyGhvIogMOHo5T1118/LSANwh+ffbYCTz89AcBpAPTsCpqaajDQ/SooaH5/f5w+zctMfvttpWpNCerqpmPdulWaah5ZWXY0NBDRqfbwjx8/Gb17c9nQ6657WakawTB2LBFbokhijsnJNmWd00mlJG+66UtlWWqqMaBKkNMJTJhA5SJFkdIY4uK0eg0xMcCUKVQqlGnUeL2Bz0wU6Y9Fqfn3M7ebKoPExXVeidFfEvSIBR06dOjQoUNHu1BVRROmfv34sqNH6bu/eFZXwekEDh4kjyHzfL3wQib69bMq+a0sPaKhgdrcJzD9uVNRVUURAWzimp3tCCh9ZzQCZ51FE8+jR6n8XVfrLXi9ZMDExdH5i4p42T1BIMMkNrZr29AcGhu5kr2OQLhcZNxVV9MzlCQyfLrrPWOoqdF6xf37tsVihc/HjdyyMi7S11mQZWD9egdefvkR+Hz7AfRtZQ8RqalLMXeuSWOMCgIRJWcaUeF00v0YPpwJE05QGcRZEATgyiv/iN69Byje9bvvToMkDQOwTtPugweB884jw/XYMYpKac+7yELqmdaFJCVClpXQCFx1VVLQ/Rjxc+KEA88+ew+8Xg+AAwDIai4o4FoIPXpQO3v1an2samyk+1NU5MDcubdDknKa1tQD6A+fzwtghCbKJSXFBlkmg720VBtBNWJEGIqL6bPFcjssFu35xo2z4oknMpGXZ8fYsTbExlqVyI+NGx34+ms7Dh68Q9k+JUW7v8tFBr76noeH07X7G/6hoTR29+9P5AlAJO3gwdrtmNYFe2d79eLr6uqoH/8cJZC7A512WYIgGADsAHBKluXLBUGIA8UCJQHIA3C9LMuVzR9Bhw4dOnTo0PFrQFUVTZgYsSDLZKwmJHSfwVNVBezbp61jf+CAHSEhwHffaY35nTsp/WDyZO0kr7Nx+jQ3kv1F7fw9bUwX4tgx4Oyzu1bEKz+fnpEo0vMZOJBHK4SEkABa39ZstC6A2w3s2QOkpnZfSsivDayqidkMbG+qDhgZSfesuzyebjdXyge0fdtgMOCKK27HjBmzYLFYERVFRFZ5OfW5zswjr6sDduyww+dLQ+ukAqGx8YIAYzQ0lN7VM+nzublECAoCMGCAFfff/xKeeYbXcBWEnTAazcr9AIB33lnSFNmQDYNhIEaN+hF796YC4MSCwUBEx7ZtwKRJbScXysvpHeZlHeeBmXcTJgBDhwbfT5J4OUifUoP2KICpALQRCkYjH6tGj265PbW19D8jYxUk6TzVfdkMUfTCaDTjkktmYcqUWdi7147Ro204+2wrqqqIDDjrLDLWmXGelETVNoDAKgwAvQNjx1qRlkb3uq4O+OEHQJYduOmmNEiSBFm+Vdnen1ioraUqEf79dPjw4NcXEUG/ezt20PdgOgvqtp0+TcdnYClpv1V05s/YXwDkqL4/AiBTluVhADKbvuvQoUOHDh06fuWoqNCGOksSTdAkqfl9Ohvl5cCECdo69rGx8fjTn9KQnr4I8+alITub6tbX1xPpsWcPkQxdIVjItAuYsacWtVMLjqkRG0vlMjduJA9oV6CmhnL02UQd0E6iQ0Ppef4caGigXGQ9FaN5MAOQhWAnJpKhf/Bg97VBXbJ161bgvvtGwOV6BT6fD263hM8+W668bwAZTh4PPd/mxOvOBOXlFPpuMIxtcbt//IP38f37ubHLEB5OxKjPF7hvazhxgt6lnj3pf01NOWR5vLJ+xAgEkIhMh4KNU6mpnDU4dIgfOyyM3sfDau3FVlBWxss6Go3RAO5U1t14o3Zbn4+eh8fDIwKoOkQIRFGEIHAr2T/1gWkteL2tt+fwYQfWrn0bwDRl+UUXxWDu3CexdGkm+va14oYbrFi+fAH+8AcrSkp4qUhWsYaJlXLRy+DEgtGoraYRGUnG/7//zYiWQQDOAkDL/QkDn4+eZVsRGsqjvZprE4PJRO9OYyNfVlLy20yBYOgUYkEQhH4AZgB4U7X4SgArmz6vBHBVZ5xLhw4dOnTo0PHzorKSDB5mcLDwV7UB0pXw+cjzk5rK87vT0zNRXV3eZMxHQZIewJo1BejVi4eOh4WRkXH6dOer7NfXa726/sbE4MEXY8sWLfkiirzu/KlTndsehmPHaDLcnJfMZCID0O1u3WjobDQ20nP0N/x0cNTWBoZNR0WRAdeZRntLUBtGr78OVFfHAbgDbGovy7JCnrE8/4MHHaivB/buJUKgM1BQAEycaMW4cfM0y3v1Aj78EJg+HZg7F7j8cmDgQEpu93qBn37SHoeVf2yvcJ7LRe+4+nmMHTsVTPQQAObNuzpA00CtQ5GenomBA/mJ1cQCQMZvWVnbxlKXi/6MRjrHX/6yGQAJvPTtS5EQapSW0l9dHUUGhIQAo0ZR2+bNewpz585Sti0o0FZuYFoLTDzT7UZQFBcDBw7Y4fHIANKU5XfcYcXs2QswcqQVsbHUPrOZ/icmcnIgKgpITqZ70NgYSCz897/AtGnA3Xc3T0iGhgJTptD4KwgXKcvHj9emqb3xxhKcOOFoVypWaKg2xWfv3tbfw5Mnadxn5SxDQ+la7r4bePddqs7zW0FnpUK8BOAhUA0VhkRZlosAQJblIkEQujD4UIcOHTp06PjfgSTRxK69CuKdAZeLzi2KZJCGhHAhxe4SSnQ6aZImCFplcwBNOc8vQpZn4z//kfHHP/JcYZYf3NBARoW/wn1HUFXF0xkqK4HNm6247bbdMBo/xbBh0/DUU6koKwMuvRR46intvpGRlEoycmTnlyCrqOBCav56D2ocOUJGx5Qp3Zf/W1dHxEZ5ORk6OgCsXg0sXEiu8QEDYLpzMUznz9Rswqp71NdzBf2uREMD9cvGRq0hbDSuhNf7ZwDZMBgeR0xMvCb9Jzo6E7GxVoSGQtE9OVPU1wPbtztw7Jgdp07NV5Y/8wwZ0KGhwJNP0rLsbAdOntwMMk2Ahx4CVq7UhvELAhnBUWrLpRU0NAQuy8+frHyOj3fh3HMnBN2XjVPZ2Q48/fT5AEoBhKCwENi69SdMmTJBaRdAY0hrVUD8iZHqan6Bkydr06uqq4mA8XqpfOk559A4XlHB23bwIJCeTtsfPeoMSOXq39+K0lI67/HjVLZRPVY0NAC7djlQWnoCongNvF5iC6KjJQwZQiESbrc2zYPGcG30SL9+9HtSUKD9jTtyhF4NgNKC3ngD+Mtfgt+blBQiTBYvjlVEclkahDqVx2w2w2LJVCpJtAazmcbpyEgav06dokg4iyV4OluPHkTu5uUBQ4bw9KC9e+katm8HCgoqcOmlcYE7/wrR4YgFQRAuB1Aiy3LWGe4/RxCEHYIg7CjtrMKyOnTo0KFDx28Y5eUdq3veETAvkSDwzzU1ZLQHm3h3BWpqghvgFosVr766ASYTxQDLsoADB4Ifo7NJkMJCHuL6yivAO+8Ay5cPx5QpC7B+/QSUldG6b74JDME2Gomw6eyUgMZGIqEOHKCJtDpFRA2TiSa+dXXdGz2waZMDGRlLsHEjtaempvuiXn6RWL0amDMHjvx8LJFlOPLzMeDJOei9YXXQzburVF1NDRlU/ukXHk8UZNkGWf4zzjorH0VFDUr6j9st4fvv7YiP73jEgtcLfPihA3/7WxqWLn0KxcVkpAoCcO65Wl2Td95ZgoyMVfD5/qM5xq23kjHHEBdHeglMGLAt8H8/jx0Dnn+ef58+PbjAjMfDq3pkZdnh8TgB8MY88MCjmncyPJyMamaQNoeaGjJm2XVv3szz0845h/5XVBBh6PGQlsvo0RQhEB1NZI/6fVOL8Z4+bYIkuTWpXJGR1K5PPnHgrbeWYM0a7Tjy3Xf0jD7//A34fNzi//3vzYrRLUmBoplhYYEkeVISaURERjZPSr3/vg/r1u1p9v6MHm1FaenZyvfJTRyQOk3N7ZZgt9ubPYY/BIGiK6ZO5cvuuAM4/3xgzZrA7VmqRmQkvT8scmzTJt7xtm17BQ6HI3DnXyE6IxXiXABXCIKQB+BDABcJgvA+gNOCIPQBgKb/JcF2lmV5hSzLqbIsp/ZsT5KLDh06dOjQ8T8C/7D96uqfr/51fT1NrkwmagcARXiru3LlT57kE1G3G3j0UeDmm4GcHACYDEnisa3BDIfQ0M4Jz2YK342NNIEPCyPS4Kuv+DYvvwxkZGhjZb//fmfAsQSB38/OQn09tY+E1Bqb1XuIjSVvptkMhQDpajgcDsydm4Z3312EBx9Mw2efObBlC7BhQ9elhfzisXAhHE4n0gAsAgWSb3c5MXD5woBNQ0K671kxYiEnp/lt8vIicfDgTUr6j8lkxtSpNkRG0v5nmmbj8wH79gFbtrCc+WEAyDrr25dHITEvdHr6Iqxd+zYMhu0AsjXHevVVh2LAs7KC2dlt14aprtaW3HzrLW6YDx5MaRjBwCJLXC6eIgXsVtZ7PGM172REBBGVB1v8XB8AACAASURBVA8GigO63fROe70U1HL8OF330qWPIyfHpGwXGkr+Xq+XUgDOO4+OGxlJBrbRSN/VYfyRkTyKy+s1wWRK0pTMNJmAnTupEs977y3CrbemISODG8TffssM9gmQZYoAMJmA66/n5/B42h5px9LX/MU3GWRZxGOPnQggShlycrh2TUICRQwA/BmIogFmsxk2m61tDQKA1asx/pokPPzVuZrFLhcRys0R1mYzETpM62bfPn7jfT5Hu8iNXzI6TCzIsrxAluV+siwnAfgDgA2yLN8MYC0AJsN5K4AvmzmEDh06dOjQoaMZNDSQUrh68ltT8/MJ3lVW0oQvJIQ+s/ZERnYP2cGMeBYd8PnnwLp1NAlfsYIUwdUoKgo8RlhYx4mFhgbgxx9Jr6GsjAwVQSAvqBrbt1PkhBp2+7GgbWqP97QtqK0FDh0iITVZvgbAuxCE8UoJPH9ERHSfUb9hg9Zr+NVXdsTFUT8qLOyeNvzicOIE7AAkAN6m/3YA5tMnAjYNCyMhuK4Gy6sPCUGz0T8MBw/2xNKlXEtg3DgrBIGM1zMZr7xeCjMvLATOP5/lzHMrkxmKgNYL7fN5ceWVs3DXXf/FpEmcfdm5U9JE7JhMRFy09T5WVGhLo6ojOBYsaL5sqiQRedfQwPUWxo9XRzdcqnknBYFK4yYm0njHxlWPh8aco0fpnpCGBSNcxgJgFnseFi48XxGvjYnRCgay6IHw8EB9AHXUwsCBWbj88lUaMcq8PK0o7ccf21FQQISHwRAPURRB+htNV3apVlxRENpXOSghgQibm28GLr4YuPJKYPp0Hhrg852Hn37aGJRk+/FH/nnyZB7lRpFtmbj99ieRmdn2NAgWUZRVlI+N2Ir+0A72TifwZRusXfoNS1S+m83Z7SM3fsHowuJGeAbAxYIgHAZwcdN3HTp06NChQ0c7cPw4GZzqEHVGLHSXeBvAc3MLC8moCQkh70xDA7B3rwPvvbcE+/c7OlcUcfVqiokVRfq/ejUqKvgE0eMB3nuPb56TQ6r1agQz1o1Gmtx1JOz+6FHaPyeHyjmyXHdWhqwlhIZODFgWHs5ruHcWysqAnBw7PJ5eAD4AcCvCwr7AqFFU3s0/JcNspudZXd15gnvNYfJkm8a7PWkSeUTDwsiA624hSYayMk5GeTxa4cIux4ABsAEwg3zyZgDxAJ6KiEF2tkMjpmcyUdu6Wtekvp6eRX6+tm8bjW6EhXnwxBPcaK2sBPr2JZE+tY6HIJwZ6VhWRuNNr15UUjA9PRPnnMOFG9XEgr9Y6owZs3DnnX/FY4+prFqkwu32aqIDoqIo5aC1sdTno3ttNlN0xJtvPouCAv4CjRzZ8v69e/N322Kx4umnb1HWCcKFGDhQa9wy418UeSTTiRPUhkOHKK0jLo5ftyDYVHtvhscjYccOO0RRG2WhhtlMGgDqPqQmFg4fjsZ//nMTevUKXuHCZDLj/PNt2LOH0iOWLZsPj8cL4DJl+6uCSPe3h1iIj6fUifnzgRtvdKBfvyUYN64CABugeuDNN+/FpZcSsayGOruApUEwodzERCvmz1/QdlIB0EQUPQqgGI8HbPLRR62PXbm5gNdLDzg6uhzffvtZ+9rxC0anyvPIsmwHkauQZbkcajlQHTp06NChQ0e7UFtLE/qoKDK24uNpcsqMd4+HvG7dgdOngawsmswywS6fD3jzTQceeSQNHg+JfI0bl4mpUzthksTyzZ1O2AHY8vNhnTMHdX8FItJIzO7bb7URCWVlgeHhzUUBMGOnPZNchpoaSsdITKTzOZ1caM1fgT4YamsHBCxjhkRhoVYJ/Uwhy9RnJk604e23j8PjMTed+yxccw0/z223ATNmcLJGFGlCLsuUR9wexfT2YOxYK55+OhPHjmkFJZmHu7ZWK/LWXSgoIEOrTx9694qKeOh4l2PxYljnzEFmU5+PBzAfgKu+Boa7bAAEeL0eRUxv0CArfvyRctFjYqgfnjjRupHbHtTWkvDhxx/zZQYDYLebEBJCz2vNGkopAMhoUnuoATJgy8tbFyP0R3k5T3UAyCBXf1cTCywSwF+glMpCulBREQIgAgbDOZrogNBQilgoLw9sN4PLRca9LBOJOm9eGlyuAQAeBkDjgLpdarAxOiFBqwuTkEB6B/v3Az6fgK1bqaqFP0JDuchkbi6Nv4JAvwOsGsTixZuxaNFIReNGEH6A0WjG2LGUitKSIOzw4eTZDwsjYshkKgDA2QVJAjIygD/+sfn77PEAH31kh8cjgSpk9AFAfXLMGH4uJlzYnjGXEbZqwUWTyYxBg6bj+HESX3C7KVJjxQpg1iy6Z9u3b0N29gQwH/qkSXQcp5PIk379mn9mzcIvogj4AI9gAx6AG0NjylBdTePq5s00ZpjNwQUd9+3jnydMiP/NkApA10Ys6NChQ4cOHTrOEPn55H0PD6fJFTOQ1QKJnendbg3l5TS5DQ3lYmFFRY6m0mJawbZOQZB8c4fTiX5LFyI8nEiNd99t/TAnT7qwZ09gDq4g8Pzb9qKigqc+xMWR1w8gI2LXruD7jBrFPzdXpz4mhpTPz9Rb7/FQ2wDuaR43zopJk7RlKFiqQV4e8NhjwMaNfF1cHBFYgtC13vCqKmDMmEDvNkD3tqqqmR27ECwsvqaG/vLy6L9/ekuXYeZMYMUKpPQZiEcEAYURCWjAG/DJX8Dt7gm326XRyYiKIiNtzx4y2kpLOz+NpLSUdC/UGDKExgFmsA4fztf9+9/fB+S8s7QN/wiZtpxbbfyx1AiGESO021sswfuTOu3gD3/4IGB9RAQRgjt2aPVs3G5Kd/j+e2DnTrrmrCw7JMkFYJiyXVxcYGeVZRqrnU4iNyIiqF+rIyMuvJB/Vr+DaoSHE6m7ZQt9NhqJ2GH3xesFVq5MQUMDGdfR0RJuv30E0tMzMWKEtdWqFz160DtfXEzHrK8P1OLPyNC22/8+G43A1KkscuJyZbspU7Rlbt1utEp0BLt+QQB27NCmYMTFBaYHAcBHHx3EkiXzcO+9CyHLZOb27etUxuiGBqpA06tX+yqCANBEFIkABACDUIyo3pG4+mq+2YMPEkk0fTr1YTWysx1Ys+ao8t2/D//aoRMLOnTo0KFDxy8MDQ2UzxwbSxMxlnbgcmlDs7uTWCgro4mnWiRt3rw0xMXFB4S0q1FUdIbtbCbfPKyMJpTvv5+jKK23BLc7BPPmXRvU2DnTcP+SEi5AZjBwD9ymTc3nkvfv/xkEgWbnJ08GD7E3mWjy3dYiWf5pJ6WlZAC53XTfDQYyCI4cabnitzrKQhTpz2jkJEVno7GRUkmaK/cZHt75ehNtQW0tGWoGA4XHSxIZIPn53SeW6v3DTNjfzcNPP/pQeusWUL76/wHglSFE0ah43cPDqW21tRRt0dBAz78zIMvUV/2jgNQGMQAM4zY2HI7igMojLG0jmN5Jc5AkepfUYfw5OZzs6tmTl5FtDWqveWXl4ID1ERH0nEtLtRojhYXUT+Pj6XxRUZQKQDoC3CI0GAIHovJyri3Rsye9U9HR2vSrCy7gnzdv9mL58hcCxilRpLEqLi646OH33/NqFwYD8PzzZsybdx8sFitcrsAKDP4QBIqcmDSJjNzp0xMhil9AXbXixAmKrGgJLJIhMfEuZdm5Wn1DSFL7y6MaDDROWCzaVJfJk4OHl7z++i589tlyeL1ciyMq6ohmmzMuM7x4Mazh4XgJlKrkA0UUffV/t+H3v9eSKLW11Ac++4wv27ZtG+64Iw8nTvBQGzUp91uATizo0KFDhw4dvzBUVdGETx1+zTzstbV8eWcZEK3B5aI/o1ErkubxSKiuLkd6Ogm2LVmSieRkKxobqZ25uRRme0be5yD55jYAUuIAZGc78OqrlaqNCwJ2Nxo5m+F2J2LFisc0k3ZGLLRXp8LrpZBh/xQBjwdYupR/T0zUrv/221kAKFTB5yOV9mDlyUJD2672f+CAlsgoKKA+UlhI3vaYGFp2+nTLxzl0KHBZWFjbCY724uhRmoQ3l14QGkp9prtLT1ZUULuio8mgZt5Sg6HrNScYqqo4uVFRoXZnXghgOARBwBVXzNZ43Y1GHl1hMHTOfWPpKCf8HMPPPMPD4hm0xtGNkKTb8cMP2zTbxMaS9/+rrxy4//4lrZbXY9Vn1FCL8U2apF1fWxtItDGoiQWHo/n3i5WglCS6/rw88uizcPbsbAeysuyYOfN+CALPN0lO7qF8rquj40dGAlYrCQ6ysSAhQUtQDRnCyRGXy4A33wwkZQAiNJp7Vz74gH+++WaqAMHg82lFG5tDVBS1MTYWSE6ejDffTMQ993yN887jqpZvv936WDlwoBWnT1MahSBwXQMGSTqDKAHQODZsmFX5nUlPz8RllwV39ft8MyDLZgATlGWpqcRmuFx0P9qdAsHQFFFUHhsLH4hYkAQRdnMIevcGxo8P7Fjbt/MIv2XLTsLnu1FZFxLSgEGDzrAtv1B0R8aYDh06dOjQ8auFLFPo+rBh7Qvh7AiKigInP+Hh5JkKDycvntfbfcJyrGwhQB47ozEcXq9TKUNmsVhhsVhRXU2GbE4Oz6dl+hC9WnaaB8Iv39wGYGJoOPLvWYx16w5Blm9r2lAC8CcAXyi7JiYCCQlO7N9P7k5Z7o9t2zKwa9dmReFcFGni7XS2rfxZaSkZl3360H6sLzBjo77+euTlkScqIgJYvpz0C4hUWQFZrgeVv+NW2PPP+3DBBaLm3rTVoJdlak/fvtQnJInnsR8+TEaW0diS5sMOAKkAyJjy+bT5wCz33O3uXB2PxkYyVmNjySgKDQWuvlr7bgkC/RUVdY7eRFtRWEjPzmymfsv6RUQEEQ0DAqUxOh0VFfx+B0ZJHIIslyIhoVKzNDqa7hW7h42N7fcMqyHLVImmulpLSp13HjBtWuD2Q4f67/8adu/WMjFmM/DTTw789a+kx7JsmblFRf7a2sDxdvt2/pnlzDPU19M7EB9Pxn1ICL+PI0eSccpESefNA955Bzh2zKHRCjAa6T04coTC5Z1OPm755/j363cEJ0/SOquVrEMmqDt4MOXw+5MB7N1kY6MgkK369NPsvs2H2/06MjJWBWhFsHFGu4xrW5hMwI03IgDt0UgJCWFRcjSe795NKRgARWO9+y4we3bz+2dl8d+J0aO5RgpL0wkJoefTXkRH05jBfmfYMZvZGoLwCmSZd5Bp0yhKpb6enk2HMHMmbIMHw3RRGmRJgtFEv4HZ2Q7s3v03AN9rNt+/34e5c6fD46mDLKtLRjhx333HYDaPwW8JOrGgQ4cOHTp0tACXiwyO/v074OloBzweYONGB44csSM1lU8iIyJo4nr6NE1QPZ7uC8+uqeFG5/79Vvh8VRgy5AAeeaQWFosVhw5RCLHVSpP6Hj14WKjLdYbe3pkk0DhpwUJMLjgBKXEA8u9ZjMrpMyFk5yubCcIaGAzfw+PxgE1rpkwBysvVbttXIMsiPJ6vkZVl13h76+t5vngwoS2Gkyfpz+vVejCZsSHLlyjbzppFhsX77wPffnsQy5Y9DK/XAFl+DT7fpQDI6vN4RKxcCfz1r/w8JhNFRLhcLYucSRKvygEQgSHLtE9tLU3GvV7gC863YPToKuzfHwmgGqJ4M0JDd8HpDIPTSYSQv+HMdBZ69ECngVU3+eIL4MUX6XNUFHl21YiNJQOvf39tiHFXobGR+jkzJNWeVUayOJ1t8wB3BCUlfJwJrpfQE8uX90RsLHDdddzgHDLEhokTrZo+caaoq6M+2KuX1rvfHLESFkbr1NEN+/bFK+QWQ24u12ORJAl2uz2AWDh6lNJgWAoAg9PJjWgAmKgqrCJJ9IxYBJfTqSUFQkOBRYuAhx+md+L4cWDp0jx8+SUnChjhGB9P60nIkJ/DP1KrrIznGLCog8ZGikJozniNjKRxoaSE2mQwkHDq669LqK42A+gLWf4nPv/8fsiyB2ZzCNLTMwFAQ2qwZc8+GwkgGUBgWUeG9orT9u1LkVBhYcC4ccANN1ClAwBYutSH/v13Y9q08UH3VZOYE3jAABoaKBpkwoSWx9jmEBYWSCQIAnD++SSUCGj7nyzPUbYzGnlEjcdD7egorFYr1qzJxCef2HHhhTYAwIoVj8Ht3gTgWQA3AEhqOqcIQRgHWd4EgPf1JUsO4eKLz+myqLCfC3oqhA4dOnTo0NECnE7ydHVXdEBmJlVZWLZsUUBYbHg494SZTB03INqKigo+uXvhBZos5eaOQXi4FQUFwK23Ag89RIUc4uO5IZid7cDq1UuwffsZlqGcORMl2/Pw33U+7Ps6D5XTiWyoquLJ1bfcMgkrVnyD+HjOXvTtexA//LBMdaAkAF9AEG7SKMKbTETUbN9OYc/NgekexMbSdszg4cZGNGT5HAA0cb7+elrfuzcwa9ZILFu2DnPnPolHHrkJZnN/CMLtyrE//5wmx2zinJ3twMcfL4Hd3nKouMtFBhUrRXfqFDd6ExLIcHnllWM4cICWmc3A+PGrIQh9AfSHIBxBQgJPej94MPAcBgMpmOfktF94rzmUlVFbnnuOL1uyJHA7o5Hue0lJ4LquQGVlyxFJgtB1mhMMbjcRL8zL3JImwfPPAxs2ZCl6JwsWpCE31wGz+cxFSRmYOCkAxSsPtByxMd7P1nS5AkVKWalCUaQ8eZvNpllfUkJpOV4vEWVqYkEtrDh0qNbzXV9PBrEociIsIkI7ZttswJ//zL87HD4NUcBKUAoCERI1NVp9AnWZRVFMRkMDkYNmM6924fG0Huo/aBBt53bTNYaEALfeyoUkZPke+HyrIMs+uN0uZGXZA0iNjIxVmDcvDYcO8QZaLHs152FREc2VmmwOUVFaI/6++4AhQ2qbjili4cIvYLdnBf3tUZcjTU3ln51OivQ6E1IBaD7q4q67KBrl0kuBhQt/hCh+ELDNsGF0D9j96EgkjxoXXGDFDTcsAECkz7Zt6wH4IAgLYDAMw9ChPLxGFKdCEMYAIFYjLg6YNu2czmnILww6saBDhw4dOnSoUFxMRgZDfT1NjLrLiF+3jnv11BNefxiNXR+xwOrXFxfT5M7fsDp+HHjrLT7hX6ay5Zk3f9myRXjkkbRWDeXmwEJo1VBrAlx00RBYLFbMn5+IkBAycDyeL+HzBQqqeTyrkJ4eiccf/xDZ2Q6Eh5NIX00NeUqbIz+qq8mwjowkg4UZ8NxQughsSnX22YHGBVNRv+aaOVi2bB3mzRuGQYNosi5JNHl/5hl+z1atWoSrrkprMQ/d5SJihLXNX0F/27ZtWL2au+cuu+wkpk4dD7O5FgaDBKPRjDFj+I398EOtRxigCTATMqzURt+fMYqLA1NPmjOEIyO1hE9nkRvBUFgYGJHEcqOzsx2IiqK2tFeToz1QV+HweLRpCPfeC/z979y493qBjz7aF2Acm808KuRMUVDADTB1FEJLxMK8eYGh+ExUkN1HABo9ltRU7sH1eqn/MVKgVy8yRNm+K1dy5ss/e8LjIYHE3r2JuBowgIQI/fvVRRfxz6dPD4TRGKGIAaoJR1Gk86sjZSwWK26+ORtxcSfhdvPSL/368e0EofWIlshIEm1MSeF9acyYH5GUpC49cgOAcyCKBqSk2DSkhtFITIEk9QTACNZ6/POf52pI6Pp6XpqyPfAfa41GYNAgHt7v9T6BBx9MwdVXN+K1115RzllWRr8HAI1LY8fyY8hyBwQToa1AosbIkRQV9tRTQHb295DlWwGsCtgGoPEyJqbz0rpYmxjpI8s+CIIAQRDg9Xpx5MiryrbR0XeCRFgJgwaVd1taZXdDT4XQoUOHDh06muD18moMLPy7ooImi9XVlHfblXC5gKQkmkR6PFLAhFcNk4kmzswT0xUoKKDJPptk+1dhOHoUOHSoBkCg9Li/ly0z045p09pXr1uWyYup9jLV1XFjx2Dg+d3TpwNpaeSdys6+AG+9lRlU3PKnn5IBJOObby7E8uXP4OyzrTCZyDAvLiZDwR9FRdxrpiYNmBL6iy+aldrk6hDtYGB5wpMmAXffzcmhzz8HYmN/VO6Z2x08VJxhyxYH1q61w2KxYcwYK3w+rSH0zTfHAbA842Po3XsNLJaHNDXoT5/ui3XraIvsbOD224H583Nw881nK8cJCSFD78SJM8uPliQyTkSRyDkmoOaPqiqek80QHs5TEMrKyAPdFSrqLCJFHUrun1Ofnp6J3r2tqKnpmJHUEqqruVe3pISXHU1IoKggAMjJyceJE2RQ7tzpgdFobBJ6pbHCbD4zsVRJolKpiYk8JSQ724Hc3LEA6IG1RCzExwMPPEBj5Asv0LLnngMyMqqQm/soPJ4NEEURDz/8Om6/fQFKSuh62T2vqaHnoPaws2fgcrkBcMXI/v33AkhWKp8APPWnsJDaYjLROiaECZDXvG9fiu6RJAMeeeQH1NZ+pdEtaA4HDwJvvTU0YDmrfCDLgekbzSEsjNolCMCePQ7ce28aJMkNQVgDWb4SACAIN+Gmm0qVdzU9PRMZGWQ0R0REQxCmqEiubfB6nZo0L6dTW+K2rWDEgvp35eqre2P9+kYAPHSgrCwU7747AB98kIZlyzJRWMjvX3IyHy+ZdktHIgXYfW1J74X6vglu91zI8nDIMilHspSM+vpALZCOwGRiWizxTVVCZAiCCJ/PB0AGwOuHVlaeBYCHy4SG7gIQRKzkNwCdWNChQ4cOHTqaUFpKxotatK6qigt/dTWKioBRo6wa4y/YhJflVQ8aZMPIkVYkJLRNgLC9KCwkgoXlSR89ql2fkbEbRUVGAFyAik1IY2L4hMtkMmP0aFu7z+900nNQ52mrw6v79KlHaCi/8IMHucDZ668/gb/+tQLV1XGIiaH/ang8l2om4jExdOw+fbQGekUFhYP75y+rxdRqa1OU5fHx+/HOO2tbNFbYvk89dTFefTUVx47RBNxsvgwm00KFVLJabUH3dzgcuOmmNEgSbde/fyYiI7XnMhqnKJ9F8TtMnHg+AK0A2nff7QKgDcl95ZU9sFiqNG2PjCTSpTXdB3/IMpW/HDyYDNXaWiAnx4GfftoLYI5m2wULyCBJSaEwavYMDAYyBI8fp3Z0BbFQWRlI0PkTY1lZdlx9NaX+MGKhoICuq73h5sHg9VKEAiNd1PoKakLT690M5qmW5Um44gqtmp4o0rEkqX3tOnaMtFBYZYzsbAfmzr0WkkQNMZl86NWLWA+Xi3vE/ZGcrP2+f38sgNcBjIDX68Nzz/0JQ4cmY9Agq+a9Ki0NNBrZMyCCjCmcFqOq6msAyTAaSYOjoYH2jY2liCHWR3v2JMJCbdSmpvKSklVVY3DHHW0Tz9vFgxRgNFLFg0suAX73Oyj3JCqq7eH+BgNtv30783h7IYpvKsSCLD+I9977DsCXMJvT8MADL+Hrr1dCklyQZR+AfynHEoQfNSS0x0P340z0BJgRz44BAJMmTUSfPrtRVDTOb+ur4HZfiawsO06c4OOFv76COj3uTBEVRc+yOWKBkbxZWXaMGGGAw0HvKRMb9fk6VysGAPLyHPjXv+bD6/VCFEXMnHk/PvroVbjdLvh8JwG8D+DmgP0uuqi9Ssa/HujEgg4dOnTo0AEyLI4coclITQ0ZGz168IkRE8frqugAn4+Mp5gYICHB2qwa+Kef7sOzz5ZClg/AbH4SgpCJyZOtsFo7t20sf19tUPsTC0VF0QC0buyaGiA/34EXXuATrvvuewlnnWVt1/3zeLT53QwbNhwHQCrshYWfITt7KCwWa1AP83/+E4eiIqC6+hDmzHkdHs+b4F63yUhJ4R445uktKOBibNXVpL8QE6OdGKvPZTQmQZKoTrrR6MMrr5wPj6dGIwinvqb9+x24+27WzieRmroZx44RMXHq1AjV5NiGiAhrQLUGALDb7ZAkbvSuX2/HjTdqiYXKSu5evvXWNFgsWndddrYD//jHNADboCaGfL6p2LHjbU27mYJ9aWnwiI7mUFJCRlxMDBng69c7sGBBGiRpBvyJhZ9+or+33yYv8Msv0/LISDJ6ZZmiVYLdj47A5SIdCf/0FRZ+7na7AAiIiYlHdDT1j2HDyLg8epRXkegIiouB3bvpGouKHNi50w6n8zoA9Mz69OHb/u53w/DFF0yodAwGDpyE11+/G263hK+/XqlEVjDxxba8b9XVdI979uT3du1aO9xurmUSFVUGUSSDqK6OCL9gz2JE0CqAwwEkAjgNn8+LrCw7kpOtKC4mIjckhPqJv1ebPQOX62plmSiuQ2qqDW43GcCjR/PIDrOZv7sARV/4RzylpgJfNonzb98O3MEj1FtEripT4S9/CUz7aGykaIj2IC4OGD2aR6gZDJtgMrlRX0/WsyxfDCANbvd32LDhUyXknsCJw8suG4prr+VjTXU1iUieqTEfFUXPWG3E/9//hWPFisBtZXkZevc+jvff58vUZSYbGqgtHUVMDBcSra0l0lndXwEtaTqF3x4lsqOz9BUYDh2yq56JgKioWGX8jomJR1XVSURF7UNm5hhFfyIiwo0ZMyyd25BfEHSNBR06dOjQoQM0WWHCaeHhFPrNyiyqvYBdhcZGnjfPwAzY9HQu5Pivfw2Gz3cFZPk9uN3hOHbMjurqjgu2+SNYmoV/KgQwGIA2LnzLlj1YseIxlWdNRm1tOSSp7ZoQskxGZl5eYPj9rl21qu12KhoU/h7m7dvtqK0lQ8NisWLFinswa9abyr5m8wUYPVprjLM69i4XGU67d5Ph6C8epj6X282rQfTokQuPp0Zpg8Nh11xTSQnwww/qfV348cf5yjabNklITiY9hilTrCgtDU6u2Gw859pkMmPECFtACPaePbwqxu9+FxgDnJVlh8fjAmCDINykWpOIxMTLArYPC2tfdQ+fj7Qw4uPpun0+IDOTTcRHtrjvDz8AmZk7AZDRKQj0bHy+zhVRlWXSAZBlur7sbODxx8ngtFisuP/+lyCKBvh8+qQ/WAAAIABJREFUPrzwwnzs2+eALJPhVl9PRJTL1fp5WkN+PvWz4mIindLTF2HVqo+V9eqIhQkTJiEpid+E3NywgMiKqCgq/bdXq+fX7D3IyaHzq420lBQbDAZOOCUk8JfX66XnUVtL+6vHRZMJSEgoDjiPKJ4LURRhMoUgJcWmVGE5fZqM2MbGQG+0xWLFokVbYTTyMPI//5mMR5eLiys2Z0DHxATqcqhFBXfuBNauDb6vP9TEQrCoGbe7/R7xHj2AYcOsiu7EsmXf4JJL/F3yIkRxBi666FoYjWdBEJIBhEEdaXT//ddriECv9wzK+6oQHc2fKdO4SE2tQGpqGaKjK3H33YeQkMD6YAyef36cEtHXqxeRPQDde5/vzFKo/BEZyclun49EMEtK2qZ50thI97ozy+YCwKWX2mA0mjU6HWo9ndtvX4DrrhuD9HTgiScouuW550xKBB5L0+mOqjfdBT1iQYcOHTp06AB5DdkPfkQEeWfVSvGyTN6X9pbvaitYDXQ1srLskCQZskwerS+++AiNjXwCaTCMUfKq8/PJAPF4uEp5R1BaqvXEynIwYiEQjz++CD7fdwBkiKKoTLgEgSaFbfEa1dXRtj17Bq6rqeFGstG4FykpTwLg3k2WRjBihE2jsWCxWJGcbMV//kPX5nIZcOwYeZ/58cjY+eEHCqt2uYJPipOTLwKRKkmQZd6esrJlEEUo1z1kiE1ZV1FBk+4xY3g7AQFe748AKgDEoarKjCNHeJtiY+m5DhigJXhSUqxYsiQTR49SZMPAgVYlfD0ryw6DoR8qK29p2tqJ2to9UJc6096vKhiNX2Dw4KPIySHXYmnp2IB85pCQ1nP3nU4K4R86lJ5hfT1dc2kpkRLs2iVpdKsGwcKFb6Bnz1lKCUCGhobOK/nY0EBt69WLJvkPP0zfN2ygaqdvvz0bHo8ZwO2K0X7ttVacPk2GNStR2ZH3TZJonElIYO+7AFl+E8Btyjb+2i6TJ0cqopYVFcMDNFnCwogMKyyk1ICWDKrSUuqbiYl8GetHgwffrhjUR4++h+zsi2GxWCEIRNjt2UPGnSCQMcoIuOnTnXjvPe15pk9/GUlJqZoUoehoYP9+MqyCRX1UVQFvvjlOEVUdMAC44QbS/3C5Wjfkw8Op36rLXhYVOTBoUByOH6fQisWL6bjj/KP8VfB4tGOfP7Hg9dL42FpFiGDtA7SedrOZyA4WhQEAo0f/HampcTCbZ0OStA8zKUmr+cG0VjqSGhcZSdccLAqM2tkDU6aQJou6Mg1AApmMoKqpoXvbXFWH9rYpIYH68vDhdH0uF7070YESPxrU15+Z3kRrmDrVitdey8SOHRRROGZM8NQ3QQAuu4z+1GhspN+X35KQox6xoEOHDh06/ufh85FnmE1QWMmx6GiepyoIXVtysq4u0HORmDgdsnwKQDEEIQUZGT9p1s+ZsxwWixUxMWSAbttG4pMdVa6X5UD1/tLStqnN+3y9QUJWAiZOnKZMRsPC6JhtQVVV8HD3ggKgsJBm46LowcsvL1Ym5CzHdu7cJ5GenokRI6wB91MQgDGqlOpgHt3YWPJel5U1n6O8c+ck+Hw3gHK/mdXrgyx/DK/XC0EQcdddLyElxQq3mybpgkAhwWefzds5c+b9MBoFAN8px/7mG36ekBCaFKurBQA0oT77bPKMTZpEhrc6uuW11z5Wbb0Hu3fbqYUq763//br2Wh6v/Npr5F1Tl6Bk5U1bKhtaX0/PSJaJZFBPmAsKgNGj6ZxxcVNVe1GpEUHYiFGjuPvY6z0/oCKKIHROJRR2H9T39eBBKDXl6+uBFSsAj8cE4DYIwhzFaI+IIIO9uJiHjHcE1dU8MiglxQZR/BPUpAKgTYUAgNhY7j7fuvVsXHPNJ/j975ehZ89jeP75UOze7YAg8PSR5iDLdN1qw1Tdj3JzI1TbbmmKcqG+0Ls3GYx9+gCTJtF1sL5x772D8dBD+zFx4iZl/5KSfpg9e4HGs242EzkQHx8o3FlSAsyZw6uChIQAzz7LSRKvt3XjWRConeXlWkM5L28yBCFbOc7SpS0fJy8PCknZp08ggVBeTikg7SW8gm0/ciTwwQdUAYTh4ME4/P3vQF1dIEN0+eXa7w0NNG51JF2IkefBdEbU7XzkkcB909L4Z0lqWfCzPQgPp342fjyRDOzZtiViqCv0FRguv9yKSy9dgIEDre0qR8siQfLyzqxa0i8VOrGgQ4cOHTr+51FdzdXr1TAaubEfEUGh3cEqDXQGKisDoyFWrBgGqn0djb59/wWfb5hmfVgYed0EgTyObKLV0XJzJSXa0GSPp+0hwwAl4RsMRsyZ85iif/DRR0uwebMDHo/WGxcMrLylGtnZDjz3XKbyfcoUIyZOnKTZZ+RIMrZHj7YqXlB/Q9iiSm9tLlTcbG7ek1RWBqxcGWyvzQCKmj7LqKkpR0wMTfTr6kibgBlPFosVKSk2fPTRq006FGuUo3z4oVcTGWAwcINX3QbWNoOB7tW2bZshSVfA5xsJWR6vbCuKuxVRN+adBmiyzdIuLBZrQDWLmhrg008Dr7Ilcq22lvZjnkTWf4xGOndEBDB8uBU1Ndw9LggjAYwGkIbGRn4fZPkijB9v0xw/NLTjZS/r6oiA83rJIGTvXAuVPWEyvYQlSzbBYrEqlQY2bnRg7dolLZYEbQvUfd1isaJ//0UB2/hHLPh8XwJgLvRQfPLJxfj661tRUNAbBw6cg3nznkJ2tgNGY2CJWDVqa4lEUb9r3JgMB9fe8MJopH7U2MgN15QUEmuMi6PQdEZiiCJw/fWj8eijFyjH3b8/+HtvNgd/z556ikcJCAKwaJE2ukgQ2laBYehQMvpLS9WlAasgy1dBEKhBO3cCTz+9CtnZDk2JUQZ1edth2iEYjY1k9Kq1HdoKoxHKGKHGkCHAlVdyzQaXiwhjf4waBdzspw3Y0NCxNAiAvxPjxmnLXPpXKLriCuCaa/j3+Hg+vjY00HjX3iiO9iA8nJPolZXBxyaPh1e26QokJNA7cO651Cdb+20DtGWFb7655bLCvzboqRA6dOj4TWL/fprodFbIrI7ugcPhgN1uh81ma7bMXmehrIwmAeHh1F+aC9dUiyf27WtFTo7WOO0sVFZqJz8ff7wfBQWjle/5+VNgMDg0Exd1nXu1in5ZWevhoWqUltLki5VsO3hQu/8TT0ApSwhQKKo651iL/jAYjHjoodcCRBWNRjNkOROTJjUvNunxkDGkDn/nZefWK8tsNr7e5aLrdjrJUKmvJ5KlsTGwqoRatZ6ViGwP3noruJds3Lgi7N8fAp/PA6PRjPHjbejbl/L2AZrsG428bJq6/jnwOYD9AEbD5TLgpZcK8NhjRNBERVE0SlISGWxOJ917r5dy40eOpPt4+PAsyPJDAOohy2VKu2bPvhgWy1BFK4QRLWVlNCk/ccKBffuof59/vhWbN6vve+B1NjQ0n85SVUXX5nRSf2bvVHg4YLc7UFhox+nTNymigLGxNWhoqIPbXQ6fz4djx/4N4CUQmdYb0dHaHAOWjiHLPOS7vcjNpYiDigptFYZt25rfR5JCsW1bKi5ospMPHXLgkUfS4PFQiPjYsZk477y2j1dsnLNabZAkq0I4FRQAeXnam2uxUOUDNSZPPg/vvjsDkvRfAAPg8Zg1BJrHcwGysuwYPpwEEgcMoOftH/lQVhZ4D7lo5RT4fOR/TEgoxTPPfInhw62oq6PfVkA7RsTFUT9VIzGR3uPycuoTx4+3reRfQ4P2edx5Zy4uvVSbfyAIbQuxN5vJUC8sBCwWGwwGA3w+L4DjAD4AQClDn302C1988TJE8Ql4vVUQRRFz5qxCTMyNeOYZfrzY2JMA+ANxuYj4OdM8+X79iDTwJ0kEgUQQg5F7AP1WPP54IBnu87Vv7A8GRiz06WPF4sWZOH68+QpFDz4IFBSUYe/eMFx33SkYDPScnE5Kw+lKRERAicxxu+nPv0/U1dHz6ap0A5OJ9+lBg4gM868g5A91JIgktVxW+NcGPWJBhw4dHQab5AE0IeiMUNWOoKGBBndWUkrHrwMOhwNpaWlYtGgR0tK6nsXPyyORts2byUiLjkaAt8pfPLGgwIFTp2jS1JmQJG3ExIEDwIoVgYnbCQl3a74HSy2IjCQDpT3Iy+PeweJirRfT5QL++1++bWIieRP/+U8qI+iP/v1teOONTbjmGlL9V0+ivF4JR47YFfG7YKitpfHEv/SfJMUBILlxQfDhwgu1+yQm8mgSl4uIhYiIwAiTkSO5EXD8OPD44/djyZJ5Gg9lc/D5tPeCITYWeO65P2D58u8xd+6TeOGFTFx4oRVRUerym3xbl4sbcAaDAaIoAHhKOd633yYohqLZTATJ8eN0LQcOkHF97bXALbeQ4SFJwIYNrL9EgJUjFEXgmmuGKvckJobuSV0dPV9RdOAvf+H9e+bMbVi2jF/XsWPaUHqDoeVomOpqOm5VFW136BC9TxkZK/DEE2lYuvRfWLOGx93X1S3CAw+8hIkTp0EQRAAeqOu/+xv7JhP1m40bSVizvaispP6dkEAVYFiZwrq64CSKGhs28N+53Fw7PB4mwCkhM9Pe5jaox7lLL01Dbq5D6Y/f8YwYnHcesGYNpWT4G0UWixXLlr2NtLTgjRaEOKSk2BAaSs9h9266Pn9varBKDCxFJjX1b8qyqVN7IynJivp66ovBvNDBogf8U48yMoI2NwAHDqjbuh8rV47TvJ/MgPQ3qltCQgIwZIgVV1xxO4SmGyoIzwDg+UE+31/g8TwJWfbB612A9HQtqQAA69Y9FNCWjnjlmShpMJx/fuD3rVuB118H/v1vTvAwMPKwo9UPDAYaK0aPBqZMseKGGxYEJRUAKvG7Z88AuFwxeOcd/py83q5LP1C3MyqKxp2YGLp2/zRASQqu1dMV6N9fOx/etSsw+gXgY78oGmA2m2FTs+S/cujEgg4dOtoMplqvhtNJxtnGjZSjvnlz2wTeuhKVlfSDc/x4y/nAOn5ZYCX0vF7O4ncVZJmMn8RE+ouMDF6BwT/HdOdOalNH86r9oQ6F3b+fRLGqqgJVA0+fDvP7HngslpffVvLD6yXvLSv9lpurzXc+fJhP8vv2JUN28GBg6lTgww+Bzz8H3n2Xb280DlImoQcOADU1N8Bo7KmE06am2iCKvHSYGj4flfDzF3Kj3PM7waYtw4fXKpNWWaY/tVdXlrkR7U8shIZqxde++mofPv10Ge66a2qz5AIT7jx0SF19owhmcwzmzs3FW2+RgcAUwYcMsaJnT+4NT0jgRlCPHnSf1RoHDz/8OszmrwAQIyRJoThyhJ8/Pp6iSLZsoWeVkcHDfp95pnlv++TJXJSvvp4+DxhA/WbYMGDXLm4gezwS9u7dgNRUIl/YdaujOlhJzmBwu+n3ITISKCoCDhzgFQ6effaepioh8wCwznUIPt9yVFeXY86cx2A2hzT1EU4sBDNEWXnHkpL2V0I5dYoM4IgI7XVkZQUPYbbZihVCqLSUh6NPmKCtyjF5sq3Nbfj2WztcLhrn3G4JBw/aAaApXYgzhRdfDNTUOPDee0uQmekICPOmigmXBxU9HD6cVwmQZeozPp92THA6qU/4p195vYDDYcX27TyNwWKh5ztqFOW4t5VYyM52wGT6Svn+3ntUleHBBwPD/9XQpihtDcjvd7kCNRlaQ1wcXcOMGbNgNoc2PbvjOPdcf4ZqDkg7ZUGQozjh823StIVVFDlTRERwIUJ/nHsuMG8e6SgsWwa8+CL1/UmTAtNjADKw4+PbR7g0h5QUipJSp7gEQzAdBo+HxtmuSj9Qg0XEDBhABII/YS0I3dMOgK45KYnGlq1bHbjnHu18gmHUKCuefTYTf/rTk8jMzPzNRCsAeiqEDh062oHCQhrAU1NpsHa7aUIryzQ52bePBtbOLnvXXjAvjNNJhkBdHTB2bOcoE+voOthsNpjNZrhcFDLflSy+y0Wkkzp8NSNjFSSpEbIsKxMk/0oDKSk2hISQUdzRPFY12CQ7O9uBJUui4fFQCoTJ5EOPHsUoKQkyiwQZiOpUDWZMCAJNbtqSClRXx708R46QwaoOpc3J4Z+Tk7XvkSiSQa82NEpK6P+nn5LRK8uDcd55ezB27FtKGxsbKaoiKUnblhMnuEq/GgMGWGEyTVCMvxtuUHu9yWBmRANrf0gITfiDGYx9+hQjJ4d5+CcD+A5utwsrVjym6EKosWwZpUBoYYfXWw+D4VMMHMiNEEZ0xMRQ/0pI0IagR0Tw+61Wgx86NBlPP12jEArZ2dzANxhoAu1207X5R6ps2BB4jQDlaTMwD6LZTEZJYiJ/5yRJ0uRQWyxcuHHPHl6XPjRUqwCvRkMDXRfbJjubGxyiKMJgMMDj+Z2yvSAshskkKn2C1X8fMWIaHnyQPI05OWTMqxXdmTc2JIRI7JbU/NVg5T5Z+HRoKH//f/yRb3fJJYWIjz8LdXXAAw/0xgsvAF812cYvv+zAvfdC094hQ2xITraithaI+HI1xL8vpI48YACVHJg5U9OOsWMDx5TsbAfmzr0OkkTEksHgQ0LCDo0i/9NPUxSMGpGRwIQJVMVEjYoK/n6wd6m0lH4T2bvanPbCN98Ab7yhXTZ2LN2/yMjmDXqTSVuBgRG1kuSGIHwLWeaCnXY7sHo1cMcdwY+1Zw//LAjbAvL7Gxvb74VmxqX62VHfG4/HH78fX311F4ARINPoR7+9nwIQAUHIgMlUGaA10NG5Rb9+ROD6kzyCAPzxj207BhNLVUeIdASMsIqPp/dEXVlDjZiYeIiiCEBWnhPTlOmOagc9etDvXFwctTkri48RHg8t6wjx014MHEhOrZ07taRtVpYdFosVPh+9i1arFbfcYm1WIPjXCj1iQYcOHW1GbS3Nl5iX9ORJmvzFxNAPa69eXCW7udC+rkZjI5Ef4eHUroICMgI728Oso/PgdhMZNXGiFRkZmbjllifx7LOZmDy561h8f29ZdrYDa9e+DbnJ4hNFo2LwLFmyCTff/JJS3SA8nN4Bn4+8+x0Vc/R6yUt/7JgDc+f+DocPcxJh2TIRS5cGJxUAoKRExty5lwR4RdpTgaGmhiaA4eE0IfL3RqpFw2pr1wf16sfE8ElxfT152pYs4Qb03r29cNttPJyWhWirvUsVFXQu//KOdXWkBt/YSLPapCRt2a6GBprMsbDYqipuyAfz5mZnO7Bp099US84FMAiAiG3b1mvuY3a2A+np/wpCKgCCsCmooFl1NdmUjNQZNkybc8smuaWlWrExi8WKK6/kFrR/aL7JxI/pT5Y059lnmgAsHSMqipZPmkTHs1qt+OSTTMya9aSqlJxWQ+SNN3jUgtFIpFywPt/YSOcwGmm9WvjNZArBffelQxS52Obs2eP9zknRHlOmTEBKClerXLMm4FQAiGApKmrZ8w3Qeq+X/qvTjaKjubG5cSM/yPff346LL3bgH/8gA+Wii/ixdu1KwNy51D9Yey0WK/LzgcOPr4YwZw4c+flYIstw5OdTWYPVqzXtSUy04qWXeDUOi8Xa5PVNUbaJjy/GgQOZCjHDIhtYGVb187/qqsBrLikJjFgymbRkQn5+8MgD/0Cx2bN5jnprpXZZNA6g1hDxQBDuhMmkdcmrtTwAnoa2efMODbFw440TNP0EoLFXXcmiLQgPJyLU54Pm2QHA1VdfB5NpdjN73g1gEQThAUyaZAhoC9DxEsR9+lC7gs2bgolJBkNtLUWTdLYDxWQirYTycnp//Nv2wgvzlUo4DzzwEiwWKySpdZ2BzkJkJPXP8HDqf6Gh/HeFCY12J8LCKMrjiiuItBVFrfBlQwOl6U2c2P1t6w7oEQs6dOhoM+rradK/Zw/9wBw5Eui9YEI6Llf3sMSMRff5iKkuLycDQxDIqEhIoMlUTU33/dD9IrF6NbCwZU/az4HycnpuksTUu634wx+sSrm6rgphrK8PzOH3Ns3WBUHAFVfMhsVixcGDwIMPpkKWU5V8V5OJjNf8fArZjYoKFEVrD44epUnhgQN2uN0TAJDrPTKyGhYLzZ779nXi1KnA8ANZFuB2x0OW8zVekfBwLk7ZmqjY+vUOOBwkJDd4sDXgvVVHLGzd+hR27NgeMLkWBPIgMm0H/7De6mqKJOrXjy8zmYiYGTeOnnVWFvfyM1RWko6AmiS55x5uHLpcfEIJ0EStuJiTE6wqgRr0rNUu3t+BFPbfhyzfAo9HQkbGKmRkrMLate/A7b4p6H276aZxSEubFWDwSJI299l/jAwPpwiA+noiD9SGgFpYsrmKFQBFj6nBDJKYGHq99+4FHn6YX39dnTYdQ31fLrjACqPRqvEA+4uT3nYb8Mc/HkFo6CcYPNiGlBRrgMe4poYfPySEiEK1Z1iSrEo7k5KAu++eD5+PD0kM2dkO7NixAIAdAPDNN17cf78BHg+RAayMHnt/6+pa/q3Zv5+uvbnonYICoKSEHaAeXu8m5T0CyAAwmVxwu0MADIPHM1aznqVVXPjeQvzY4EQaAAmAGUCm0wnrwoXKWNvQQNtOmGDFhAm831Cqj1EhDMaNU4soUsTClVfaIMvUtwsK+PO84ALgkkuoL6nfk5MnqRoCQ1gYjbfsntXUBEYGSZI2rWb1ajoGIwhbM6Dj4oh0jYyEX7RXIRYuPIjDh8fivff4cykvh1Iqde7cqyBJywGkKseLjgbmz79LUzqReaHbK8wsipz48N/XYrFi+fIX8OKLWdi3L0W1RobB8AlkWYTJFBIQzcRC/s9UuJEhLIzI0cJCrS6BWvjWZDIHJTUA+v3o1av96SFtRf/+NGbs3MlTqwB/AVoB1dXlSl/pqIBkWxERQRE1ALUxNZUqvBgM9KyHDGl5/67AyJFUoWjt2kysXm3HhRfyaMKGhsBIvd8SdGJBhw4dbUZdHf3ohYSQZ9Fsbj6Xr7Gx64kFWaZJ0KhRNFg3F57OlMT/Z7F6NTBnDhxOJ+wAbPn5sM4hYb2fk1yorgZ27CDD3GQib3mPHtRvGhpostRVxIJ/aUf/lIcZM2YBoFB+Zgw99xzVFweo7zFi7cSJMycWmNBofDwzLsIV42LChAYIAhELL78cjvnz61FQEHhDjMZB8PkKNF4R5pmrrW15srllC5+4rloVOHFtbFRrpvggyzvg8UjYscOOUaOsmvf/7LO1opFGo1bj5JtvcmEwfKpEgvToQR5ng4EMIrOZG9ksvSMv7xYUF3M2YuLEMhw//gbi4+kYNTUU+suMzB49aELLPLHBIhboWT8JSaoCz/cHgJshim9BFLdi7dp34PFITREs1wa9d/Pn3xUQ6ltXRzoUrRk9sbFEAuTnE6nCth8xgvqly0VETFlZICEqy82Lc6alEaEgy3xsZiTd+PHB9wk2TpeWOhAbO1yj8/H22zKAR2E2mxAXl4nbbuP9hKUZsOfHjKPYWCv69LFi6FD+7gDAOefQf1bNw+Xi7yPlaG8BkA3AAkky4NpryQidMAFYupQ/b5OJxpHmwuIliSJDqqrIS+hPNGVnO7ByZRWA6U1LNsJkgiYKJSQEmDChGlu3sh+XOUhJGamsN5no/KGlJ2AHkQrepv92ANYTJ5RtKyu1hKY6jWnIkLuUSitpaWfBYjkL6emZ2LLFjmnTbJgxg9/vHj3IMO/Vi+7f00/T8vvu45EA+flaYiEkhO6Fx0Pvm/rdlWUSjty4kUc69OrViOHD6YG63TQWi63EOTOtgKIi4P/Z+/L4Jur8/WcmV+8b2lIo9w3lKIcRcKOgKLi7ioqruLjiirCioqwHoqv7ZVlcXZX9eaCgIPU+QQ7xqgQBg1yFcihHEcrVlrb0Sptz5vfHu5/MTDJJ0zZpUfO8XrxIk8lkMvOZTz7v5/28n3f37t4lBxT9HTxIASoAvP/+McTEfIRTp8rgcORDam9JGDzY9zPr6ym4bYnMvmNH+vzoaHVDzNdfBx56SDqH117LYcqUtT6lZgx2e+gC6G7d6Jo5ndI4VfMvUCMW6uul4DpcYF5ENhvd5y6X7+9mbq7J43+hRuqGC3JiJz6e/CG2bw+NkWVrcMUVRgiCUaHCC0XXjosZEWIhgggiCApOJ02IPE+L9abqGxsawu8I7HDQorKggP72F0BFRQXu5f2rx4IFsNQHzqS1NaqriRSKjZUCiuhoWpB27gxPHWKGb2OEkKCqSkkssLrbL744BLv9KiQlkROg3LhO3l4xNpbGX1ISBVQNDS0j0pjDPs8DgwcbkZY21FNqdN110pfv1g346KNYbNhAn2WxkDs4ANx552s4f/4Fn33zvBTs+ZPHfvFF4IXrgQMSscJxh8FxDQB46PWpKC9XXp9HHiFTRLaw69KFHO1XrKDXly//HKL4hCLzlpZG1zwpSQp05Fk6UZwIgIiFm246ic8+649du6TsXWamMnMeFye1ZQRocctxtAiur6cFHTnq5+P//u88TpxQThopKcvQseNt+PHHXY2kQiKAK33O2zXXqAc2drsyoxcIHEfn64cfpEBHpyOilM1p+/YRWSBHdbX/0q6RI32zp1VVpAjwt5jV6aQWmDodnf+//W08HI7+4PlHIQg3AQBEsTeA38HlMmPzZjNuvdXoIW5KSyUzVIayMuD222mMT5xIQTWDnFhITKQxze7H3Fzm+/A2RPEZAFKmfedOUviw9m5Nze2MUHY6KZiWBxlSC1OpVGHsWB1mzPDNCs+Y0dFzv3HcLWhoKMSyZVQXf++9dH4d6dkwlZyEHtI8awIUcoxTpySyVNmGNRaiKJ0gFiTm5BjRqZMRA6WuswCIyDx40Pf7dusmBcU7dhTjqquyFa+LIh3Dzz8rx8OHH1KXFzkqKt7A/v3DPdL2YIKhuDhS68TFkb+R3EOE4bLLJGJh1aqDAJ4A8Di8SQWAlBjesNtb7vLfpQspNU6fVk9CaLVUwvXaazSuHngASEz0/Q4MwZ6XYBATQ9d9/34a176qD9+yK4D3Y+EtAAAgAElEQVQC/cTE8KkVGDiOru3Bg6S2stvJhFBJHhlRUUHlX+2J1FQ61pMn2864UQ0aDal4Ghok8rgtzSTbA632WOA4rgvHcZs4jvuR47iDHMfd3/h8CsdxX3Mcd7Tx/zCHGBFEEEE4oeZY7A86XdsYONrtUukFk0eqQaORHMt/kyhWz6RBlklrSzQ0UCeRmBhlMB4fT7WSPA+Pj0Fr/QvUwIJM7/HSvbsRX355Jz77rAsefBDYt8+3ppXVuxYVWTzEmb8OB8GgokI6jv37pa4PUVEk6ZRDp6N66ltuUUrHt27tiHXrPsTq1csV/gAJCRSEmc3KoE6OHj2kOnjvheuaNcD990vbDhyoAc9rIAgCli6diyNHlOenro54qhtvpEWdVqs03XO7cxUEBiCZG8qzp1KWLhmiSM58PC8iMfEThRnWzp1m6PVKgiguTrmoZd4RzBODZWNzcoz46199V7/l5b1x6FAHiKIAjjOA414DhYhErAwdWokBAwIbqjWn9RxbAJeVSbXp8jKEF1/0vXaBWolGRe3yqcl2OklmHQjJyRRIlZfLTUz3gONuQU7OTtmW90Cr1SMnx+QJ9m02UrB5BzYvvigRZ19+KZElgKSecDolt34GRvLdfnsXcJxX7zhA0S2Dtbb05+lz9izNMQkJFAzJs6jUwjQTcuLo/vuvVA0ihwwBOnWiweN2R+Hee0uxbBmwaRM87TnP3LMIowwxyAewEEA+AGNMDJWdNZ6nykopwJDGOeB0Pgqnk5bkWVlKlQozxJRDp6Nx5v2bxvNFnsdr1hiwezeZEJIp7GwsXToba9ZYFGrDsjLgxRd92yeJ4jrPfcq8lJqCwUAqg0DGtmPHSo8FYQIEIQaCMMXz3NSpJ/Dkk/swdeoKdOmi7ivQ0mCe56mFYlSU/9+WqCia9/75z6a/s8vVulaT3ujUicqk5PMU6xzjrwzCaiWiqS2MEjt0oHvNYCCFWmWlr19FW7SZDAa9e9O1bkvlhBo6daLfxspKWvswheavFaFQLLgAzBNFcQ/HcfEAdnMc9zWAvwDIF0XxaY7jHgXwKIBHQvB5EUQQQTvA27QnEAI5h4cSzCwsGKae4+jHurUmS79IZGfDdDJwJq0tUV5OixO1DD9b7DLfjMOHQ+dyzVBdrR6IrFkjjdsTJ4C7734BgHIhN2vWFLhc5xVZ99hYCmDk7Q6DRUmJFGh89JH0/JVXBh6r8szwgQNJACwAhnr8AeQZpKoqktV7L/bq64HMTN+ME0ABy3//qwxcsrP34dAhAaIowOl0oLDQjLFjjYre4Q6HkrBRZlqHged10Gq1qpk3BpalczgmQhQp2BJFCzp2jFNk7wYNMgW1gI2Lo8Vc166k9NDrKcCYOJEW5LGxdO4/+YS94wVw3CYkJ29EZaXUcu+223S4/37/blsuF12z5tR+cxyRLykpwN69NHf+/vfUxtNuJxLhkUcog8oCB//EwkF89tkiWCxfemqyX3klH1lZxiaPKSOD7onvv/c1Mb35Zq3HSJLj/ohnn92M4cNHoqBA6hSk0dB3ZyaRJ04AX32l/AwWyGVkKJUuqak0PuVgme49e3xNLI8eBa6+Wjp/gkALdu8soMtFQXNyMl1vub9HYaEFZ8+eBvA2AJIxdOpUj27d1E8UxwE9emzD2bNEQgjC7z2vffUVlSJcuIbUX8NfXoBLSoshZGUDT0teNpWVyuCPjXO7/WOIouRGqiZpVyPN09LovMnniepqCwBWVJ6Ohx7S41//2ol580xwOulH/IsvVuK11zZ57vXnn5eMUSWcgla7Hbm5TwKgYLE5WdaYGBoTah4vXbtS3XtREUCdFp6CKBKbZjAAJlMpHnjgcjidDnz2mbI8y2aj+7k1ZZY8T+Pv7NnWZfldLvp+oV5TJCbSfMVKDtRUH3IIQtsF8lFR1Go4M5OOsayMgmamBBLF9i8/YNDp2m2Jo0BWllQyefQoETK/ZrRasSCK4jlRFPc0Pq4F8COALAB/BLCqcbNVAFR8ayOIIIJfCi5GxUJdXfCmSRzn29/4N4NFi2CM8Z9JawvYbPSjKookT/SWJKu5Xqek0LYtVQP4w88/+wZ/LhcFc8rnHoM3nM4ePll3ljV1+Sb9/MJmo2DIbgd+/NGCl1/+H77+WmI7pk4N/H65EoDQBxw3DTyvwdq1KxVdIuLjaREtPz67nTK/Go1vxgkgCT7LoKemAkuXAjfe2Fnm8q/HqFEmD+Fot1Pg4Z0F7NBBnr2Mw9SpL2PevCXYvdvs1+WcZelSU+Uu7V+iurpCkb3r1csY1IK6Tx8iOJKTSUJfX0+EDsdRENerF5n3x8SwE9QbomhVkAo33QTce2+PgJ9jtQZfBuEN5g4uiiRnX7RIKufYswdYt06Krv0TC9/ju+/WweGwe8bojh1mxMU1PU927EiGgUVFviammZk2pKWVNB4fD4NhpKcLUG2tJMPeto0IsfvuA1atUm/zCQDeLdtTUiSjtdJSKoFivze3qvhmFhQoJRyiqD63nzkjle/JwUoQ1qxxQxTpYDQaAf/+d0zArO+UKf4HG7u3LlwzDQfWn8DXXwg4teWEotSMlUGw+Q4AnnpqGwCJVOA4iTSRQ41YSEnxJfwnTuwNQHL2rKlJxscfV8Llkm5M+dy1bRvwzTfS+zluBnj+PkycuByvvrpRMSc0p9sAx9G80dBAv9Py4+Q4ZScLUXzQ89hoBA4e/NanPIuBtTFsLTp0aF6yRA6rlQJq5u/S3O4UwaBbN/qurAtIU2hLaX2/fvSdeZ6+f329RNRbrb4KtAjo+vTvD1x+ecsSEL8khPTScxzXDcAwAD8ASBdF8RxA5APHcSHs+B3BLx0WiwVmsxkmkwlG2SrD3/MRtD9qa4OXb7FMBWPcw3lM/sofvGEwkKQ4FIuSXxwaF7fGBQvISKwdukLU1ZFcWquVHKyBwK7XrL1ZVVXoOnrU1VHg4i3Vzc+X2qhKGOrzfo7rB47brigbYFnTurrgMmA1NVRX37kzcOiQBY89Nh4OxxxPdr5Hj1r07x9YX6vVWqDVvgWX6xXPczz/CjIyrsGpUysAbFB4JrjddB5TUohk+PFHCsj8tbvasUN6fMUVVLsPUMC/a5cZffqYcMUVRpw+Tfe4zUaLJzVCceBAWogDgEYzHs89NwgOhx08z+ORR17GlCkzFdtXVwPLlxsVhJJWuwm5uf9RZO/KyoLLjMkX3X360L/vvlOqK1JTgfvu0+Lpp33ff9NNwMMPNy01tttbPk71eho7zPTWZAJGjz4Pi4WKyRct+hbdulmRk2MMQCzsArnYayCKHLRaPQYONDWrpdmVV5rw0kt6uN2kCunbd1ijD8GrAMjQtKiIPDRY+0qGxx+ne5t5EfjDmDH0vyBISofUVAq8R4ygIP3HHyn4mzCB9vvtt2Ue88TCQisKC3/yjAO9nsa2/J6228kTRY14kpzspRKIGTN4jzKK+Ql5Z6Ivu2wEunatw8mTvoPu3DllwGAwKAPChgZSdpSWKue7668/pNjPu++q16er/c7FxfmOyZEjR2PJkp1YuFCLigo6IVbrCGi1Oo9igc1dNhuwcKENAP1IX3ppGYYN661qUgg0/7e8QwdJUWGzKe+NSZOoVMY7uO/d+2hAXwFB8G1H2xLEx7e8dMBqpVKelJTwSdrT0mgNxTps+YPdTuMg2HVQqJGQQMTs8eN0zPX1v/6MfGsQyrKZixWtViwwcBwXB+ATAHNFUQw6V8lx3EyO43ZxHLfr/PnzTb8hgl88LBYLxo8fjyeeeALjx4+HxWIJ+HwEFwe861ODQbgNE2tqgv9B1evbRkVx0WLaNODECdRUCag/dMJDKjid/uvvQwmrlTIcR44oM4hqrtdy6PVSnXYocOaMejZl/frg3i8IfcFxPG6++V5F1p3ng+88UlZG572oCPjxRxbkjPa8Xlz8WJM9y/fsMUMQlgFIAcBqv3U4dWoKgNUAeoHnpZKD6GiSlH/zjdQiMzXV/+Ja3nJutHRoyMkx4tZb52P0aCOSkiSFgtNJi0zRtyQeo0ZJj7dtc8PhsEMUBbjdLjzzzByf7/rhh1SywJCQcAFLl/7HJ9hh/gktQYcOUh0zw/XXK78rQCTEAw8EH4S0xsgtK0uZeU9N/dbz2O2+Abt2mQGQ4oaha1fm4ngKPP8BdDoDHn74JY+qo3fv4FQdDFdcYcTixZIqpLq6ojEglVxMpS4hEkQxuPtUp5PGAzNu5DiSVg8eTOcgM1M5jq67DhgyZAWARgkNOmPbtu2e12NiKLCXv+fnn5WdMeTQ66+DRjMW8jKn2trXPeOwqkoiBaxW5X191VXqTNbJk8q/vTsRlZURieI93zGjRYC6AXuTCi4X3btq3RiioyUSX46xY0fi5ZclluXYsVQsXWrGDTfMwg03zPKUQbz00s8oL2dsQSWmTj3po1xix+DtZRIM4uPpuHv08J0XEhOJsFSiAatWkUpIzVfA6ZRMDVsLg0EqN2gOWLlTenp46+Sjosjg1GiUjFXV0NDQciPLUKF7dxof9fVSS88IfrsICbHAcZwORCq8I4rip41Pl3Icl9n4eiaAMrX3iqK4TBTFEaIojujQ3ndHBG0Cs9kMh8MBt9sNh8MBs9kc8Pn2hMViweLFiyMkB4Dt2y147z1fubo/xMXRYksQKKBp7g94UxCE5pEdej1llNUCn98KnE5yVTebyUjt1CnKLm7bRmoCf9LlUGDzZgvWrSPTw1OnyEhs8eLZSExM9WseCCgJoYoKCiBaA9ZjXY4LF5QZet8yAzn6QRQFvPvuC4pyg9hYZQ95f2Cu7MnJFEBdeill54DBnm0EYbsPweKNvn1N0Gr10GhqwPMfeL2qA3AL/vCHOzyL8vh4WhAnJ1NmN9B9U1UF/PQTPeZ5XxNJh4P2513n7E8SLBefnT3bAxwnvVEQ3J7vyiTiX30ltTwYPx54991kDB2qDHZYLW9LFVGpqb6LdY0GWLKEMuQDBpCJ4jPPKMlLf2U7DQ2kOGiNQis5Wen98Yc/dAXAZBtdEB//e2zerOwGcO7cUDz++H68+OI5zJ79CJYuzceUKTM9AaIoNo980euB0aOJPMrJMXqyxzz/k2cbNWLBV+3DcEzxV4cO0vHIW/VlZlIAyo4hIUH5mzFy5O/AcdIxpKVJagMW1LBOGXY7eTyoBThvvw288EJ/OJ1mAJ0an63BBx/8TWF8ylqlWq00L7KxIjcelMObWNDpaEy4XDRWf/6ZdUuRzFI1mo44d05y1Txz5v8pxlV9vaQEUgPHkTGcGjHcs6f0/aurgVmzjCgrW4oHH1yKnBwjCgstWL++Qbavf+Lo0W98dwT6Hi1RCcTH09zRrRv97f3be/fdFKDzvBvAPgC3w+0+71FZeZMcVVXkzxAqk8KMjOaT1jZb+LsvMGRm0pydkaEkHG02aZ5wOEKj4GgNtFoiBcvL6Zh/zcaEETSNVpdCcBzHAXgDwI+iKD4ve2ktgNsBPN34/2et/awIfh0wmVgrKQf0ej1MJlPA59sLTEHhcDig0WgwadIkZGRkYPr06b+5Mo1t2yx44AGSb65c6dvrXg3R0ZSlOXKEaus7dQpdWYTdLm+BF9x7WPcIuz285RkXM06dooVux44UrJeV0SI/I4OChaQkuk6hhsViwcyZNH40Gg0EQYTbTSt1jUaHceMmIzU1A5MnT/cZV6xPvSDQ8VZU0OKlJXA4aLEu57Cpj3013G4qbB4yhDLUM2f6q8HtB47j4Xa7IYqCR2UxeDBJ95sq/6mro21YQJWTY8SSJZswe3Zj/zy4odUWBTQ3BIDevY14+ul8FBWZkZk5DAsXKiWzHDcVkycrV83BjvudO6UgYOBAXyKGOcQHSyx07kzVN8XFgMOhwdChO7F//90QxW3QaLQoKSnGp58uw3PPzYXDkQBRJJ9nnqcsrpoKgEmA1TK5wSA+Xp1kZJ03rlNxhVIr2+nZ04joaFr4ByakmkZsLH3X+nrg2DEL9u0zY9iwBBQUkIZ8xYpBXuTfSrjdJ3Dhwnpcd918GI2jfPbZElVHx45UikABA5W/bNq0B2+9Ra8XFUkmjQzHjqnvq2dPJwShFj//TBrgESNOAaCaAdauVQ1sTmJjNifHCKOxzFNm8Z//DMLx48BDD9EY0GhofoiPJw8KngcOHLAoTEmrq4k48sVOiKITLpeAH34w47bbqIXpsWO0vx49SOXTsaN/mbe/BjsNDURMMDd45h+ye7cZVutUvPkmnUSO24W8vAfx3ns0rgYMMKKujt4bqMNC3740P1ZX0/3ndFIA3qEDBfVff03buVzUhnL9eqB3bwtmzboNDgfrIOGCTvcJcnM/Uv2Mlpb4aDSS5wjrYCGfg7p0ATZsAAoKdmDOnPEBWyrW1dG90VR3k+agSxepTWqwZIHdHtpjCAZpaZJKqaGByBBGGMbGhsfjoblISyN1VzjWDxH8shAKj4UxAP4MYD/HcXsbn3sMRCh8yHHcnQCKAdwUgs+K4FcAo9GI/Px8hZcC81ZYsmQJKioqLgqPBbmCwu12Y82aNQCAlStXYtOmTe1+fG2JNWvUe92LIi0MPv+cZI033qh8H8/TIjQmhgLZUNTJO52UYQ8kcPr4Y6ojnzHDNygKt+/DxQjW5ozVHHMcnRf5uUlIIDVAOBYG334rjR9RFDyO8wDgdjuxefNn0OujMHnydNX3M0KospKyc3IX6ubAalUGk1If+889z115JRlS5eWRE//u3cANNwBvvsmCqV7461/fxptv3gGn0w6AQ2JiKjiOgtKtW0nC6p1Fcjgo+LBafY30YmIk/X1SUhWef35Dk8QdQD3EL7uMtuvfnxafjzwiwO3mIYqDkJBA39G744M3Tp2i0geTCThzxoIXXugKls3t2vU0Vq58S/F+USRSQaejhW15Of0fHe2f6DMapeBr797+4LjNMJn+g61bn8Lq1cvBcRwEQYAojgcTUw4e7L+0wGYj2XxLERVF2UCXK3ijMW8Z+44dZmRkGD3ZxNZmDjmOjNHefNOCBQsYEbcGPL8dgsBBWS1aCp5/RDUQY9+JkS/NNVLr0oUCraNH6Tzn5BgxeLARn3xCpEd1NRF88vncH7Fw5ZX9kZR0AE8/nQngNL74YiKuu241Bgwwenq8qyE52VdBNWpUR4V/w0cfUemKyUSBa3ExHVNREVBcbMGcOUoSaMsW9fGv0ewEQIqp/v1NyMig/Rw6RKRCp060T7udxsz06UXIy+sC1oYUCEwsnDsnqV7Ky4GVK404edLo9Z7PFL+vnTsb0atX02NcqyXTTbOZAsyaGum8ZWYWQeoQQThwAKipMcPplAwjExL2Y86cf3iUQ97zhCi2vjacdf5gv73yeWnYMGVnGgBYuXKxZ85hJre5ucGbNQcDvZ72abEEvy4QhLavk09IkMynrVZqR3n2LI0ro/HiUQgoOwBF8FtFq4kFURS3AvCXMxzf2v1H8OuE0Wj0BOZyZYBer0d+fn67Bu2M5EhNTYVer4fNZlMEQqxM47dCLFRXAxkZJLt2uZLAcRUoKSlGQYEFa9casW4dbbdjB/D005RdmTABePBBqT+5yxV8/XlTqKqiRcDp0+qLDIsFHgO2CxeAJ59Uvh7qkoyLHaJIwXFtLS2I/AUZMTFkauh0hn6hYjRKZlw8r1Qs0DGKCsJKDVYrfQeDQb2cIRjU1koZbosFeOMNHnb71yB+HOA4ARMm0Aa9egHPPiu9d98+cucXRR47d96MBx+sxrPPzoHb7cZzz81Fr16DkZNjhM1G240dq8zoHzlCcmmDwTfDJA/KRoxIVa1xPnOGggx2/byz7V270r/LLuOxaRM99/bbxdi4Ud0Yk8FuJ0lyWRnw0Ue1OHnyRbhc7zaeDwe++OIKCMJxn/ezRfjw4dQSNCaGjo0ZWXorCYxG4ANZxYYocigruwpu9+MQBDd4nodGo4HbPcnz3S69FH7hcLSutpjjKHisrAw+UPA2levd2+QxprTbW+73IEdKCnD8uERgcNxujB69CRaLVJDOcQJuuGEv0tMfwIABJgwapJSLW60UDNfWqhsBNoWoKPpXUwOsX2/B0aMU8HXvbvSUYTCzNoaiIvV99e0LHDu2rrGloANutwa7d5uRmWlE//7+PXIYoSSKwP79FISmp18DjhuqGPsrVwK/+x3tp7KSSruiooC9e5UkkMWyDe+/rz633HvvH+F0isjNNSEjw4jUVPr87t3p94znSXFz9Cirzf8QHPcviGIWgCMASOVz552VeOyxFPRsjOU1Grpvz52j/RQWWvDccwYcPDhc8flpaTbU1KyA2y2Vg7lclO0PZkzFxFDgXl9PpIJeDxQUWPD++3eCvDGkm/HHH4HrrzdB8qsAjEYrnnturuo8wc51a7sOpKRQeQrg37CXlWjIX/vf//LRo4cRo0eHp4WhwUBE8g8/KFug+gMjVdsSej2p9BwOup+Sk+k3pEePtj+WCCJoCpGGIL9RXEzdF9S8FdrrmLxJjiVLlqCgoABvvPEGnI1FlhdDmQbQdtfw1Clg2DAjhg8/ie3bO0AUP8Snn07DmjVJcLt9P7esjJyt//QnWtwaDBRwhMog8MwZWkj5CwY+/lh6vG4dMHeuFMhptVId7m8FdXUUIASS0wJSqUh1deg6MDAMGUKGcEVFUkZqw4Y8VFSUYNu2jRAEl2dB/fXXwBdf0PihTgQENn4SEig72KNH82ttz5+nhdiFC8C8eYDDoXTq69v3Z6Sl9VR977x5wPTptHDfswdISclozLALClKEdUg4eFByzi8vJ1IhPZ3+9lYRyImFXr18P5t1xaivp+/PDMQA34z7hAnwEAtbt+pVlUZy7NsndWwoKooH8K7nNVH8H1yuo42f48CuXRQQJiRIxEJsLJELLACJjpbM3uQYNYoCNbnxYHHxYGi10XC7G6DV6nH77Svx5pt/9JSg+CMWmL9CayXAaWkU9AVLLMhl7Dk5JvTubURWFgUkoSIsOQ649loTXn9d6sxw553RSEyk+wI4CWAa1q3bg6VL85GQQBldFvixmuu6OiJ4Wtr+EgCOHrXgkUekIG/kyBMAaCI5flxpyumPWOjdG0hMNEGv18DlosB56FATNJrA2XitloijH36w4MEH2TEsxD/+YYHVOgT//S9td/AgsGsXzRXywNCbBKqt7Y+GBvXPuvba/khK6g9RJCUGMx0cKmsKk5Ym+Y7k5pqg1y+E01ms8MTYty8Fjz1Wiw8+oAFlMBABnpxM5MisWVfB4VAaVBgMwP/7f1Gw2T72zAn9+hlhtzcvM96lCxHIsbEUgO/caYbLdQTAfSBRMc11x48DZWUGANLFy8ws8DtPMB+M1ioF4uKkOULNsJd9nvdr27eb8fvfG8Mq909Lo8D93Dkad/5MbVkXk/YI5ocMUf7N8xFSIYKLExFi4TeIi00hcDF5K3iTHBUVFVi6dCmmT5+OvLw8ALgoPBba6hqKohR0bN/eofG5qQAOw+2eFfC9x49LsnqNhjLhTEraUrhcdDz+XIfdbjKKlGPNGmqAoNVKRoBWKy0i1IK4cMPhoPMRSklnIJSU+KoU/MnjmRog1MRCfb1Stg9Iclv5sXTubMTdd9NYOXSISmw4TklM6XQUaNfXNy+LxoKG5GQyrvT1T9iG48evR2HhZ6qqib59aRw1TgOorBzjtyVaUhKNU+YtUlBAzzFSwTtbd+yY9HneY9Llovf17El13gAde0ICjXdvYmHMGMkpvrw8AxpNJnj+rN/a5Q0bTgNQ68F6AcBiAADHUevCXr1M6NKFzoX3+GUL8dhYur+8iQW9nozzzpwBZs+ma1Fbq8O8eT/AZvsM2dkT8dxzwz3XJS3Nhr591bXJoeqVLg92ggXLrJaX0zVh93Io271dfrnkn8Hu0aFDgbS0pXjnnfsb/QA02LXLjEmTjHA46Ly73XQsvXtT5j49vXWZ5p07lUGeKBYCmABACrIBGoMsG+2N0lILhgxRSt27dzciJaXp69d75zvY8PAcuOwNEAC4HHaUl3+OO+4Ygp9/Bj75hLb75BMlCQlIJFBe3gWcPdsfH3wgsXe/+10piorScfo0kX+svp4Z86kdV1wckWlOp5JgWrWqFHV1EntTVBSPU6co0I+JkTLcGzbkweG4BIAks7n6aiof7NMHAKQ2qhUVNA80hzhlwXBWFn3moEGMWHkVWu0KpKSU49y5GAgC8NhjZyGKpJro27cal102Au+95zuX1dbSPNuvX/DH4Q/R0TQXlpb6kj7yecn7tZwcU5uUHgwaRF4wJSV0jKxEp66OzgHHSf5EoTKPjCCCXyMixMJvEBeTQgDw9VwAgMWLF7eLmsIfySEv3WgrBFIkyK+hzWZDXl5eWI6P1TbK+3ETnvA8yswE3noLePllYPVqaYsTJ3wdtOvrW04sWCwWfP65GcnJJvzud+rf9eBBX2XEiy8Cr78O/Oc/lGGrraVjO32ast4tNX9rCSorKasEUE18Z7V4LoQQBMruy+vU/clQAQpCSktDXytZVUXX3ZvQKCkB3nvPiLNnjdiyhYJ+5r5+/jxdJ9bKqrZWWaJhtQYfNAkCXW+XS2p5qUQegDlwu+sDlmNce61ELBQVpeKVV/KxZ48ZiYmpPvXJaWlELJw4Qd+dZfi9M3K7dplx9Kg6seBw0JgZNEhZv2+3031ns5EaQl4bHBdHmVY2ztzuK6HRvIV585b4fK/CQgs+/1wLNWKB518Dx9WA5/UYM2YSUlMpHZyZGTggjI72X/ZkMNA9d9VVwHvv0XNHjw7ArFkDcNddEokJ1KG6+locOLBY9Vo0NLBgrHWIjZWUOsEEC4JA/7Ra+j9c7vBRUaTyufRSI7Ra6b7Jzk6FXq+FyyV4gq6YGMm0s66Ogre0NAqMmBt/SzFhggmLFklBnsmUjm3b6LXvvpPKpk6c8CbqXKDl5afYs+cwhgwxeggZgO7tJsnLd95B/LyZyCuchc0AACAASURBVKivBw9ABKAXBWSeOoaVKxdj0KBJ+OQTSuPu2WMH4PvDkpBgxObNjDzq7nk+Kup7LF9+PQoKlB1LrFYizdTAgvaTJ+ncsu9z+PA5fOPVTGHjRjJ/ZV42hYUWrF27AsCLsnN7Dv/6l7oLrSA0v2WfwUDlGunp7P5Qkjkffxzj6agjCNd63te58xbk5Fyr2DYnxwi3m67ppZeGxhyQ4+h3pa4OyMgw4v/+Lx8nT5oxYoSS3JaTNsOGmdCli7HVZRjBQK8n0oB5DTHCtr6eTDDj4+k3qK0SAhFE8EtFhFj4DeJiUggwsMDduxPDjBkz2lQhoGYs2R5oSpFgMpka65HdEEURK1euDMt5YmUDZ8/63+bOO2mBvWABBYHPN/aG8W6/xcyHWtLjmJ0Pu91/rfiaNfvx9NP9QK32lGhoIPO9Sy+lx8w0y2ptOyOmmhryoYiPp8XJ4cO0UA1n9qO8nBaH8kAwkAxVq6XtWeYzFHA6aaHmbab27LOb8dxzI33GiRwFBRKxUFEhlXPodEQgNVXeAdAivaCACBMWnO/cWQ6AIpu//KUI7703K6AjOUP37jTWWZ/7rVuNsFozsXz5ELhcVsXY5HmScjscSsmqd0YuMfH3nkA8JkZS+bjd9B1zcyWJd1wcBZEulzSO1NpvjhkjEQvA1QDyUF1d4bPd999bIIr3q37XOXOy4HYvRGJiqqf+ev36VRg2LB8mk/95JiaGjk8Om42uISPxJkyQiIW1a+mfbGsAf4AgbFUleUSR/oUiqNdo1N3q/aGigsZThw703nDUfDN07MjINSUROG/eElRXV3gy/3q9RCzY7TRWeJ7KU1orlTYajVi2LB9btphx6aUmDB48GCtW0JirqaG69LFjyeeAoXPnQzh79gkIwmjo9cuRm5unuu8m590FC7C9vh5zAbhBLgH3Ali0diXsPA+eXwhqxRmDykoDtmzZhXHjlH1Rv/1WXZHSt28d1q8nc8D4eGl8CULgILpjR9+Sj6eeykSvXkewefMR/PgjBexffAHcdZc0t+/ebYbLxQGY4nnfLbf4b20jii1TmgweLBFloggFmcMUYErU4sYbSUEh3xaggDojI7TkmVZL5D75RxhRW2tUvYfYsdTX033ZluR/VBSRS4cO0ViIjSUSjON+e6bPEUTQErTh7RrBxQIWPC9cuLDdyyC84a2meO211zB+/HhYLJam3xwiGI1GzJ8/v13Pi5qqRA6j0YgZM2aAa1y5uFwun21CgfJyyoSoBS8AZQ2vvVbq7S4IP3pe++GHYkVPboOB9tcSsPMhD4YBIi8OHwY+/PAg/vWvgXC55KTCt4p9HD5Miy2Xi4ICjmt+D+tgUFpKMmFvR/Off6bgKiqKAmOnU9mbOtRwu8moi6kV2DVKTEz19FH3F0irt1lsGc6epQW73EzN6dRh8eKMgKQCQIQAQOdLo5HULlFRwY+ln3+ma5KeDk/2d9euSs/rXbpYsXRpPmbNWqggrNj5ko9hjqOODwwrVwIfftgNDsfjPmMTUK/HZRm5WbMW4pVX8rFhwyDPayaTtIi2WknRIq8bz8wkUoPJq2NifMcZ4O1NMBWi+D46d77aZ7vo6EkAfBkkjnsDbvdp3HHHfFRXV8iumwMWi9lnezmioqCoO6+pkf5J54ACX2/wvACt9lZoNN/5HZtVVSQzD1V9cVoaER9ut/K41cBavFVWErkQzoAnLY2IAm8isLq6AnfcMR85OUZFD3umumCBcVxcaMjBCROMuO66+UhLo8+78krptfXrge3bgS+/lJ47ffoeCMJqaDQL8Pe/P6RKDPF8EIFzcTHMABwABJBiYS8AB0QIghtutw3AHs/mX3/9s88u1H4So6PPYunSu7B06ROYPXu85/5m5y8Q4ZGYCIVCBKDxPmpUBYqKpgOoYYeO//xHIthyc03Qaq8EIzOTk+0YPFj9M1hZS0tKaxiRoRYAq7VCHTeuHiNHjvZ9AXRPtMafwx90Orp3MzPh1/OCwbs1cFshO5uOr6SkZV4+EUTwW0ZEsfAbgre0Xh44XyxmjkxNwToxiKLYbuUa7XlOAqlK2HENGzYMUVFRYVWelJbSQqqw8CxY+7l77qHa0J9/pgzJoUNSRk2rzQNA5MLZs3rMnj3eE6zFxhJB0a9f85l/k4myvKJIXQVKSoqxfv0+/POfQxozUt7a/ZPguN9Dp4sDcBYOhwZWK9V3d+hAi5v6esoIhrK94qlT5PHA85TdTEigBX6HDvTZ3hn22trwZT3PnKGFW4cOvuUP8qynmtTcbg9N4OZ2U4YvKUnK1Dudeoji5zh3rotnu/79iQTxxt690uOsLEkSPny4CVlZxiZbBVZXE6EkX5xu374NovggO0KUlX2JP/5RGQAFKhcZNkwyR5TwEHj+H9BquYCKBwaWkdu0SfIE0emoOwODzUaLWzmyskhFVFFB95AaqQBQ7X96Ot2/ACAIN+Kjj5RBIQAUF0vF0717n8DRowBQA51uMXJz3wIgv250LpqaZ3Q6Co5Ydj8mhq6vvCaf44BnniG1k0QuVYLn78bDD1+N6uqRqmNTEIiQ69Ej4CE0C8nJUltFnvevgqmvJwl8ly7UUtRfYBgqsHlBrnBhc19hoQU5OUZPOYZGQ8eXlBT6ji4ZGdRKuLycWhVedZVUDvTNN/AqA/gAgLnxsehRydTV0XjVamlOSkoKgpTJzobp5EnoQeSCHsANALaAg0PDg+c1cLv3QBCo3k6jUY6VkhLKOnujoWEHAGIG5IotZlIYaD7hOBp7hw4pS/pIkVAD4E2QWSKZCMfFAXPm0P1+ySWvY8sW2v7qqw1+v39Dg+9931wYDL4lPqybACsVjI0F7r03MHMQTsPE5GT//iYuF/1rSkESLvA83d8xMeEhVyKI4NeMCLHQxmivYDWQtP5iMnNkaoq8vDysXLkSLperXco12vOcsDGyZMkSVFRUKMaKWtcK721CBWa2eOKEBd98UwrgusbnjyIzs7dn8aPMqBWB4xwQRT2ADDid0Z6FG8/TD3ZJSfNrf3Nzjfj3v/OxdWse1q1bidWrl2PNmq4QxSEqWz8O4FXwvAN/+tNfsHHjUZw/TwHU4cOSrwHLegdbX90U6upo4c1M5errKbg6dYpqkFkrPoaoKKopb+0iUg2iKAX0gP+spz84HLSPc+daR7zU1NAYSkyUMvUvvKDD/v2SZPnBB4FbbgGmTDmOU6eUEeO5czReMjJ8g/1//zsfw4cbUVlJgbRaQHD8OBEkPC+REnZ7PzCxHscdwejRY33ep1YukplpRFqaUrEgx8SJb+Gmm7I8LdPUzDHlKCy04OWXUwGQWcBNN0ku+d7ZZwaqvZfqf5kfhTc4js7pkiXSc3v2SOcSoKw7dRkgPPxwN/C8BXv2mJGb+5bnuNl127LFjGuvbXqeiY8nNQIr10hMVO+YkJREviwPPngAR45sAbAQoliG6urhqmPTbie1Qo8eoWnryBAbS4F5v35Exvnz7rBayf8iLY3uiXAHPDExlLVmtfIbNuRh7Vqa+9avX4WlS/ORmUldSOLjaS7JyQn9cTD3+cxMIod69vTt7kGoAMc93KhI4BVtE61WGgNpaRQ4d+mi9kleWLQIxpkzkV9fDzMAE4BRhhhE3fAQdiQbkJtrwvbtaVi2jDYvL1f6hPiSfwwfApAMSRkRaLXC0yYyEDp2pHme3aMlJcCQIYx8WwCgEwThRgB0f82ZQ/fCvn1ShOpN8MnhcEjGgS0Fz9P4cTqBn36S5qLXXjPi++8pIz9smK86w+mkcaTVQtH5JRyIiqLPsNmUn3P+vFSixIj59oBW699vI4IIIvCPCLHQhli2bBnmzKG+5waDoU2D1UCGjXl5eR6FQFuqA1gAnZqaqgiO2b/p06e3m2KgvQwu1YgDVuJgNBpVu1bMn+8/QGwNtm+34IMPzKitLYYg3Ol5vrzcAqC3J3hi0nqqGdciIaEW58+TPlejGaTI4CYmUsDLet4Hu4AqKwP69zeiqMgMt9sFQXAD8G3QnpHxCUpLF0MUBYgij3feeQ5udxoAIha2bDmN8eNpAcoCs4aG1gcqokgZd5aVA6R9xscT6eDtLRETQ98rVMSGHA0NtGBjZRCBXLi9wfP03oYG+k6szrQlqKuj/YkilTV07GhUlD/MnQvceis9fvDBSsybtxuieB7AIIjiZQDIJG7qVN9gf/9+M/btM8JqJUWC91iqq6NFv7dig+dnA7geADByZAfk5PT3OW7v8zVkiAlWK52L3r2lzgdyNDTciJycwGoHhsJC1nrutOe5KVPk+yKJuz85NBtjgeTSt91G9e9/+pMkyf7mG3oeAJYvlyTdAwaQ4SPHGTFkiO88l5NjRGam0cd5Xw06na8paXS0ukliRgbw6KO1mD17XsCxKQhEKgwfHvoMYnQ01X2npND1tVjo3pQfZ0MDBTspKfT9RowIf70180n44QciF3bvluY+RnZde60RBgMd95kzLfOvCRZaLQXex44BTz5JihOmCOjW7TT69FmG+PhJ6Nt3mEINdf48jYczZ2hbtztIUmbaNACAccECXFJcDFuHbFxYsAgZ/abh9mQ6P8nJ8BALhw5J46u2VlJVEBYCGAaOOwOO+wQajR5/+MMMTJ48HTk5Rk92PBiS12CgMVhbS2NHEIBevSTDwSFDOuOee+i3paSE5qHCQqkUKD2dzFgDIRTBdHIy8MUXFjz+uHIuuu02/+uYCxeIuKytVRr+hgtZWUT2s3vJZqPfy0suiZgkRhDBLxURYqGNYLFYcM8998DVuMKz2+1tKu/3J623WCxYsWIFxEZNmlarbRN1gGTGZ4cgCOB53odsaY9ODAzBGFyGQ30iJw7sdjvmzJkDQRCg0WgwadIkAHSNAIRVyWGxWDBxIpklajQa0MKMMGbMAE/w5HDYwfM8pk17EPHxScjNNeGdd1KRn0/bTp/+BoDzWLlysWehKQhkLGcwAJdf3nRQLYqUeY6PVwZ8gtBLIaWMjwcefTQbjzxigMvlAMDB7XYDKPBss3+/b+q0vr71xEJlJakf/Mmo1RaKGg082bxQZ2Wqq5XnVe60HSiLDlDgVFtL56SighbHwWTy1MC6QSxbRoGsHJmZntgBADBu3Ai8/roTu3cfQ2lpV3z8MT3/4osU+HkH+2PGmDwB6/nzSmLB4aAxo9PR63JSQhCkVf2oUerW9AMGGPHyy/koKKDz1aMH1Zc7HHStZs8Gli4ljxHmA7FlC533QOaYDLTNYAAUYcXG1qBrV2klH2z2lKlg5L4hcnTrBsyfDyxsvH2XLKF9f/ZZA8rKpFqX224LfB8yM7iW3icaDQUqaiaJwYxNq5VUAnK/iVCB46Sxk5xM2dyzZyXvgtpaCh5HjVJ6fLQFqIQI2LnTd/wPH24CxxG5xDK74c7upqVRIDhoEPD3v1swa9Zf4HDE4sSJApw8yUOvN2Dy5OkYNIgUak4nHV/v3pLXChsLQWHaNGDaNHAAahrb4CbspPswKooIi4QECtqrq6nzS5cuwJNPluL8ecZAlYLnX4BOZ2ssAXvKZ5xVVJDaI9jxnZlJZUbMRLS+Xml+2K0bGsuKiEjfuFF674QJ6mUgNht9j7S00Chy+vYF3n236bmIobaW7oPs7LbzFOjYkchrRgjV1VHniAipEEEEv1xEiIU2gtlshiBzhtJoNG0q7/fX7cBsNjcGXyQNvOOOO9okmJfM+OicCIJwUbS+ZGiqO0S4SiXkhAbHUWAsCALcbjfWrFkDANDpdLjrrrvC2i1DbpYIxIKZTmm1AsaNG4FVqxbD4bBDFAW43QLeffcFLFu2GTk5Rk87MgAoKYnym70tK6OFRFPu4NXVFFh07CgFIbt2mfH664M8JoOTJp1BQsLnSEgY5AlSEhNT8eyz98Lp3CvbV7Zi3zxPx9Bk67MmUFracrMtmy30AUFpqeSRIJflq0nMa2okBQlAwbjVSs/HxVENfPfuLTOqq6ykAOCrr3xfmzDBdwErdwPfsYNM0BoagPnza/Dee+oBqEZDQUufPpI0ubCQFqssOMzNpS4qgqAFVWoT1AzNAAo0srKMGDqUPqO8nLKs7Jz86U/AzTfT502fTtlSt1s9AJRn4AsLLdiyZQf27LkeojjX8/zQoTZwHEVbgkD7DWZMchwF2xUVFLSrEVuXXw4sXiypFojgkUiFtDQbrrjCf6Rss9E9mJ3duoA6NZXKgtT24e1Ir3YMrEwk3OjTh+am+noaWw4Hddloi5Z3akhJobllwADl+O/fn8guJnvPygp/QBYV5d3poAjUswEQRQEuF5l7Jicb0aWL1FkgOprm+aoqGtctOU6mVElKIvXDkSM0r3XrNguFhSTV2LwZSErah+++k0rkpkwpRGbmQ35JK6dTOn/BgpWYNTTQfeGtXurZUyIWNmwoxldfdQJbbl/t66EKgOaWoUPpfIUisNfpgN//3oTnn9c3+h/5V6q5XPRdRoxoW6PCmBhSlDFyXRBa/1scQQQRtC8ixEIbwWQywWAwwG6nDO9LL73U5jX7JpPJRzbvnZmfPn16mxwT+1y5YuFiaX3JEEgxEa5SCTmhkZqairlz53rKVBhcLheys7PDOn6k6+OARtPL45aemcmD5yl44nkebjcjhtyebEh3qV049uwR/WZMeJ6kl00RCyUlyqA9J8eIjAwjXnmF/o6NdSI/vzecTgdWrybyggXQvXoNxvr1b+Gzzxxwu/WoqtKjslLKUBoMFDS1BqJIx9gScoDjlA7joYAgUGCUlOQry3/qqW3guGEYMYIC5VWrgFdfpYX/PfeQHJ8RCzwvlXFUVTW/7pctVmNifFuPAsDEif7fGxMDzJixD089NRCAFkePJmDHjh8wapRvAMpaT9bW0nU4dkySrDPk5Bjxhz/MwCefWMFIspiYCuzfvxxRUb9T7NNmo/Mh9wVgmUnWFhKQFuCXXCJJwnfuBObPVydA2LWw218HK81hiI7+AYWFacjJMaKmhjKxwRJVQ4bQ8X33HY0luakcQBndcePUas7rAWyDyXQGWu1f/O6/tpbqsVvrBZKURCqS5oJNfW1l4qbXUwlCYSFd7xEj2o9UAOg+7NyZSDY5ASNXOiUltU3bXL2e/rlcclNP6Tdcq9VjwAATdDq6bg6HFISnpZEZa1NlAE0hKQnYuNGC+fNZadNJAK8CoFIfu12+rF2HzMwDAf1kmMFtcwJqOVHSsSMRZnLI1UaffiqR2d261aF/f98fCkGApz1tKAN7o9GIt9/Ox+efmzFunH+lWmUlKQXaw8+ga1eaN91umrcjLR0jiOCXjQix0EZoKgMeLjSVWW+v4/IOoMNlQChHKEsXgimVaCnkhMbgwYORl5eHN954A85Gp7a2IGCMRiO+/DIfTz+dh6qqQfj+e3qeBRc5OUY88sjLeOaZORAEN3Q6gycbEhe3ExyXC1Hkce5cF2g0S8BxBmg0ixUZk9hYyjxlK0UEPigp8V3YFxdLj+PiynD+vDp5wRbihw8DBw/S9seOkawZoCBMHiy2BFYrLaBbEvhotaFveVlXR4s0jUYpy3c6++CJJwbC5aLgICZG+u61tcDTT9P1uP9+ClCdTpKGOxx0DZpLLLBWYiUlvq9lZzdtjLV//6sA7gcLwv/3v3UYObIDbryxh08NP8+TOSFrT3bggOT/weq9J0+ejk8/5TyBqs22BK+9thgrViiVNLW1JIsuKpICdVGkc3HihO9xjhoFrFhBj7/5phKTJx/2jLvCQgsWL54NAKioKIHdrgEw1Wcf+fl/w5YtFVi6NB8ZGcbgzO1kYG71Bw9SwONyKYOEv/8dcDjKYLHsgiCcB7AWHPc59HoOkyblN7n/1prJAXQP+3OBDwSrNbDfRDiQlET+FFZr2wTsTSEz05eUsVql7hgcF7ibQSiRkED3tryERX6fMUNJRpgyWX9KCo3J1hJE0dFAYaE0rwGfgOdfhiBocOAAIO8QpNP9B7m5zwbcX0vNErOy6D5LTvYlA/yVMXXvvhnAZJ/n2bwVjms4frwRcXFGdOggmb7KYbPRvdncOSdUSEmh7y4IVDITQQQR/LIRIRbCBLUgtj08A7wz63l5eRfFcbX15wZbuhAs+SDvXhFOyI0s2WeFswTCG/n5q+BwzPD8Lc9aTpkyE716DVZkZgsLLXjkkfEQxc8AkPW12z0HANCv32XYvftTALQojY6m2ni1LCtDQwP9817cyzPgPXvqUFUV2Jiwa1eJWCgulogFnY6CaxaItwRVVcFnmby7BbC2l6FEaSlw+LAFGzZIxppOpwBRXAWXi6Iz5hfgjQ8/lFoesixafDwRDn37Nu8cse/lHYz37Ak89FDgc1ZYaMHatSsATAIjFg4f/hcOHwY2brRh3booRaCZmEjjKD0dCv8PURTAcVT7/eST2yCK1NKB41wQxdchikoyyuWSWg7abEQu6HT0vVnm1Rs5OYBe74bDoUF1dQpmzfoLXn31TQDA3Xeb4HTKT/Sf4PuzuweieBoulwY7dphx883GFhmnpaeTcqKhgUih2FjpHKenA0OHvgGL5QkAbvA8j1GjJmDmzKcCliA4HLQff/dncxATQ/tpqkUogyjS/GAwhLa9ZLBgY/9iAHPIZx0ramooIAtlq9xgwZQ7MTHqJSznz9P9WFlJ15CVZMXH0+9Ha/0DYmKAwYPl5UZW9OlTg/37vZ0rv8VDD01XHd8uF5UPpafTPNcSRUrHjjQ2tVpJxaHV0vxTUFAA4G9e76jC1KnqOv+GhvB1IIiPp3mgooLmZG8CwWqlz27LEgg5NBoEZQobQQQR/DIQIRbCgIupfaM8s67RaBQtHNvzuIJFqFQGwZQutOS6rVq1Cg6HA6tWrQrr+WxrEsZsNuPEiWI4HE6IomRX7y2H9l5Ysgw58B4YscBQWNgdBw48ofBa4DgKWr0DB7m7tzeqqkhSyzBkSEf89a+Bzd/kqghv2SogSfab6yPgdFJ9f3R009uqdQvo18/oU5/bGggCOYE/+uh4T13tpZea8f33OXA41DWmI0eW4+zZNJw5Q8H5zp3Ueo+BmUxWVwef2XO7aXudTtmW7vrrgQULmn4/OeC7ARz1ea2iIgrffUceDQw6nVT6wMagKFKZDqv9/vrrswCIWMjJqcFPP1XD5dIoyKi6Olp4a7WUJT98mILrhAQpiPAmofR6ICPjJIqLaRA7nddg924zAMDlYv0gDQBmAHjF877u3YFOncqwY8csCAIdx+DBphY7++v1ZPQXF0ft8LxNQb29H5oiFQDaR1OKomDBcTR/nD3rn6SRg3XGGDmy/YKeiwUcBwweDGzbJhGCgwa1zPektTh82IKPPzbjsst851o2b2dkSPOi3PDSX6vW5kCno/bDixfn4+BBM8aMMWHr1gofYoHnn0V19WWq+6iupuOyWul4W0IsxMZK70tMpLnj0CFGajrhTSyMHVuEkSNH++yHGaMGc0+0BFotqSoaGuBRksiJQrc74msQQQQRhA4RYiEMCEYl0FaQlxwUFxdj+fLlTfoChKPbQUsQSoImmNKFYH0T2PkpLi5ul5aUagjVNZOfc41GA46bA1G8AgDAcSIuu0x9hW+z0eJIqrtd2yhTlae49RCEaLhcDZ4McXIycOQIBRzy4PzYMalGV74IOnQImDFDMqIDSI3QlPmbPEtz8GAlAClCFkVadB09StsFu8iqqAB27aL3B/MetW4BgwdTTX2oWk5WVXl/zhiYzaMU28yZA2Rk7MU//3kfXK5T2Lv3LLp3XwuATA+2bCFi4cgRC9avJ7ImO9uIc+foOKOiAi/ES0upLMHt9i0f6NYtuO/BxpHDUaQqn1+3TkksqL3Xu/bb7R7h2WbcuBTcf78vGeVwSJ0H4uMpsD1zBujf2JEyIYG28SaSRo/WeMpzRHEJDhwoxZ//fBxara6RaHsLwE2K9zz/PNClS0cUFv7PcxydOhlb1TKQjcPsbOq8IicWmtMZhMHplAwwQ4GOHdX9NtTApP6/dVKBISGBzEZLS4lUCEXngObCYrHgppuoW9B77/m2UmVdU+Ljaex4E9Ghupa5uTSed+824sQJC/LyRgDYCMAIYD847g3odJuRm/sPn/c2elV7OrokJ7e+BCEhgRQaO3cyUtMN4CwASVIycOC3AHI9f7NuRBcukIdGOL0F+vQh4vHkSeDcOek3lbV3bE8PkQgiiODXhQixEAYEqxJoqwCeZbstFosnwx6ohaJaMN8eZEMoDRKD8ZIItsWkPPBui9aPTcH7mi1ZsqTFnhXycy6K0eC4xZ7Xbr+dQ58+vu+pqaHFmtMJDBwoBS8HDpRj82Zl03meHwqtdrcnQ6zRUAbqyBGSlLOFZ0kJLbgMBmUm5733lKQCABQUvIGOHQcEDJTs9kIAOQCAfftKUVh4WNFV4MwZyqxHRQVPLJw8SdsHa3il1i2A4yhYdzpJbaDVtm6Re/o0MGKECe+/T58jikoz1mnTqLXgW29thNv9PUTRDacTOHJkERixsG0bMHmyBQ8/LKkrXn45H3V1RhQVUbDnz4BNEICffpIy/BynJBbkxp6BwILgNWtOYO1a39ctFjKoLCmx+ATK/mq/Fy2SxuKgQb5klMtFY5HVgPM8GfdlZEjt8RISaKx4Ewt//nNXrFvngs1GF2/z5nQMH56O114zY/nyvbBYlKRCTo5EdsmPo6wsNIv85GQ6flbOAviW4Xj/7Q1G6ISyHICdx7o6Cqz8tWdlnx+uLO4vFV270r/2grxbkFr7QtaZhCkVwnX92JzbqxfwzjtmuN01AC4FoAPgxOjRV2HmzHzVcV1VRfNQZia1OgwFccZMbnv0kOZ4UXwLgvAIAECrvQGjR//ds319Pf2rrqb7PVxlEAzsOiQnK4m9ujqJNI0ggggiCAUixEIYEIxKoD3KJbyDawBYvHixT/tJ72AeQEiOtbnkRKgNEgOVE7Bjayool58fALjrrruQBVB0KwAAIABJREFUnZ3druoO+THZ7XbMmTMHgiC06FopSbGxHvl8VhYwc6bv9g4HBS/jTr0D/vEF0J4rRk7HbBhnLkLV0+nYt486D1gstP24cQtw++2JigVfYiIFa/HxFLQ6HJStzMgg0oIF2k4nZdOVsOGDD+ZizRq3avaM1eGfO/c1GLEgij2wc+cLnm0NBvr8pCQiNIJZaDkcVEssX5Q2Faj16WPExImHsX9/A/74RzdycuiDOI72d/QoHYu/FojBoKwMGDWKAusfftiKVatu8XQ3eP11amcGyBUBrOPI9wAuAEhGaSnw1VeHFOqKggIz7riDPAhKS8lBXC37WFrqGzC2RLEAUMCdlmZUJRYEAVi58iTWrlVvZepNGtTVSeZ3PE/H7426Ohrncnk5zytLAZKSlKUdDJ06AR98oMV//yuN0RdfFPDii0YcP64cC9ddB9x+u/p35rjQZC51OgqcKioomPcuw5k3bwmee26u4twNGkSlSey6VlXR+QilaaJOJ7WXi4nx76/icNDrkUzqxQV5tyCe16CkpBiFhRaF4icpicjatLTwe1R06gQMGWKSKYOc0OkMAct83G76bdFq6femJX4m3oiKot+C3FwjeD4fx4+bMWiQCdu2HUdV1U5MmfJ3xfFYrVTawsow2sqYNCZGIgxFkebRQOReBBFEEEFzESEWwgB5AA1AVSWQl5fnaSMYThm9dzAvVy+okQVqwXwolAMtIVLC0bFCjdxYtmwZ5syZA7fbDYPBEPDY1NpztrdPhfyYOI6D2+2GIAgtvla3N0Y9dvtjWLmSnrvkElr8VFdLbaEACj5GHXsHhkdnwlJfDzMAU+lJjHxmJor1wIhrpuHQIYlYSEm5Gjk5ys/jOFqE/vQTFDJwjUb5965dFPxJ2AtqM1YHp5NXZM9YC8jkZFrcGo2XYvnyUgDpAAz47rtZSEgAbrqJFlsuFxEcZWVUFtGUZ0JVFS3KWBCm5p8gX0ieOQM88ABw/DilqZcsITPJhQvpWOvriahwuSiYa4lzutNJ79doKLAuKzN6SIX09AYMGSJ9KZbV37AhD6tXL28sW/kSZC4IaLWX+6gr6HkKHmprfRfkgkDKE/nzVVWkPAEogGRlBsEiPZ2CUafT97UtW2r8tjL1xsGD0oK6Vy/f6+ty0fdqqpc9604gJ60YsrKAP/95O7ZuNUAUh8Hl4jF7tvR6UhLw8cf+s7isHCYYv45gkJFB4y4hwbcM59tvP/E5dxkZRvA83YtuN52TXr1CcyxyDBxI4+jMGbrn1YiFqqqIQ/zFCPabvGRJHlavXonVq5dj/fpVnvlOFKUSjV69wk8M6fXU9eCFF8zYtInMjSdP9jVsZPeWIND8yI4rVOM7MREwGomIHDbMiEsvJWNeMiVUGgixeSgtLTSmqM1BTAw8Krm6OppfI+0dI4ggglAiQiyEGGoBtHdwbLFYsGLFisZMIaDVasMiow8UzPsjC/wF861VDrSUnJATId7qiuZCrWSgoKDAoygBALvdHvDY2qs9ZyB4t+6cO3eu4loFqxTxPj8DBkhlEMx0i9XQlpfTIkWnA1L+uwCW+nqMB+AAoAeQb6/H8JcX4MI10xTlE0d9vfgA0GIvJoZc+NPS1LPhmzZJj4cM2YHCQqPHoI/nNYpuEPX1tJ+6OiIWcnKM6NWrBseO0esHDybh4EFSJwwapAz2amubDu5On1bWOEuBWxwcjmn44osfFYvbf/7Tt13c118DkyeTDLa8nIK52FiS515ySeDPBwC88w45IRYXA9nZcD2xCMiaJnuZFAgAUF7+PPbvv0JxTCyr37fvMDzzzBy43fshikQscFwPv/X4PE9kgTexcOGCr1rh0CHpcdeuwZvNuVw0BjQaGm+MnJCjpKQTtFptY6s99W4gAC2iWbtU+t7S47o6qjN2uej5prKXOh0pSvbuVc/07du3CcDbALYDUKZrFywILA1n91aoDPnYZ8m9TxhRdMUVN6CgYItPWY5AtxOqqqh7Rzjq+Fkg06GDcnwAdA+UlxMpEirTyAhCC6PRiM8/N8PtdimIqb59jdDrJZVCa7xCmoPUVKBXLyMuucT/b1tZGZEQOh39LoTD9JIp67p2JY8gfyUW9fX0WluTCgAdY3w8zTUNDaSaiCCCCCIIJSLEQojhHUDn5eX5SOXNZrMnkOU4DnfccUdYAtRAwXygMgO1YL61wXRryhpCVTaiVjLgcrk8BA8AaDSaJo+tvdpzBoL8mAYPHqxQzAR77pTnR0BhoRRVMAk9QIEV80Do3x/gThXDDCIV3I3/mwFcUkpudt7Egr/WjnFxUvtJ74DGZgMaq3IAANdcE4OffjLA6bSD43g8/PBLiuC3vp4yo4cPS23A+vdP8BALDFu3Kv0CoqJoERpIHup2+5ZB5OaaoNVmwOH4FqLYBx99JILnAZOJAuQ9e9T3tXs3HeeFC3SMjLRpsiXfO+8AM2UqkZMnccm9M5E5B3DdPA1790Lhki6Kb2P3bl41o8/ahr73Xhm+/pqe+/77wxg1SoupU+f7ZB3j4qTSEZb94zgqEfC+bh9+KD325wgvCFTywnG0b42GjNBY9ty3HWc5gDQAqbjiikfRu7cBiYmpnk4M3pLjhx4CduyQ3i2/3g0NlBnX68lALRiwLJ/TKXWiYMjNNUGvXwincyIEYW3jcQJz5wKXXx54v6w+PVTQ60lZ1NCgbtwobxXbpw+pFRwOutcEIfx97WNiKPhkLRRdLhr7AwdScBYxbbx4cfXVJjz7rFLRVFUFDB/eeiPE5iIuDqoGrwxsLnU6ae4Od+vSjAxSbvmbw61WqHoVtRVSUojkTkpqO/Ingggi+O0gQiyEGMEYN6rJ6UMNi8WC4uJiv+aCTWXe1YL5+fPnt/h4WpPpD0UpBqBeMiAnFbRaLV566aWLjjRoLuQkw+LFi4M+d/Lzo9WOht1OWu/MTKWEPTbWywcgOxumkyehh6RYMAGwd6SUY0oKBYjl5RQ8HT+uLnPmOArULlyg4E2Ojz+mYBOgTOf11w9Cnz7+He5FkQL/rl2JzIiLUw+UCguVf8fEBPYQAChQ8+7i4HJxiI83o6KiV+Pnc3j/feD995XvnTQJGD8emDeP/t6zB7jzTsoQs/IS1qUiYH3yAhWVSEM9hq5agINTp+Gll6RNOe5d6HQn/Wb0AQo8eR4eYuH48b647z47DAY38vI06NlT2jYqis6RxULHygLY8+d9vRW2bmXHAEydqv7Z5eVSCcLp07Tg1eul8oecHGqBCQBZWfU4d24nBOEaAECXLrchN/e8ahmK3Q78/e/SewHa95gxys/v2rV5wRDP0/1w7pxvyYo8gO/c+RR27UpDv37kq9AUWH16KJGVBezbR0TBoEFGVcUKQNegb1/abs8eIgzbQiLdrx+wfTtda4eDCMymylEiaH+MGWPEm2/m46uvzBg7Vupm4j1vtwXk8n61ObuujkjDmhqat1pSZtbc4xk8mFRN6enKY2LHGGzb3nCgZ09SA0VHt0+70ggiiODXjQix0EowmXlqaqrH9K8p48Zwy+m9Oxfcddddql4AgTLvoQrmg/28QAiViaO/kgGNRoMZM2aEzC+hNR00Qt19w5voKi4uhsViUd23/PycPXuLJzhlagW2KPIxmlq0CMaZM5HPsucARkfF4Ke/LvJskpMDfPstPV69Gnj4YfXjTUykz5AveOrq4PF6AIA77pB8BNQy8DYbkR8xMUQm2O0UOKl1eygsVGaWmIcAK6FQg9XqvQ8LZs9eB7f73+pvkOHWW5Ut2H78UYTLxcFuV57X+vomiIViPyqR88X45JMD2LuX0vIajYBbbqnGFVeoO6TL0amT9zMG2O3Av/8NvPGG8hV5AOFykfeGdxmBnFQZMqQSXbv6rqbPn6fPZSqCqip6buhQUpsIAnDffcBf/kKvL1oUg88+G4jVq+nvN97ohTVr4uFwdIUo/qTwWliyREkq3HQTkTgsS+dw0DhpSYY1NVVpSimHfFxeeWXw+xSE0JvdpabSeLPZ6Br5y1AKghTsJCa2XRlCUhKV/Rw+TCRDuIO+CEKHa681IivLiLo6mmd7924flQlTetnt6mQYayGbliapY8KNrCyax7xLxqxWIsbbyqxRDXp9+35+BBFE8OtGhFhoBVgAb7dL/dKZ+d/8+fMDtncMp5xeTgoAQHZ2drM/K9QdGVqDUBIx/koGQnUtWlO20dqSDzVSgp27vLw8rFy5EsuXL8eqVav87pudnz/+UXqOSdjdblq4+Swep1Fdv3HBAhgb6/3Pz12E0wOmgVUL3HCDRCx8+CEFLsOG+bbZ4nnfrO1HH1FQBFAQev316t9fFGkxp9dLnR2ioihoPXGCnmPGeww2GxnIyeXxPE9u+v6CvKoqpQR+27btcLsfkm3xDwAVACbAYLgadjsZNuTmUvBUWGgBx8VBFAdDEDhs3HgIt9wiSUDkqg1/ZSP+VCKbk9Lx7LMbAdAXMhrLMXfubJUd+CI5GTAY3LDblR+4b59/935AqtuVo7DQgo0bewIgCcPBg7ehsPAJBblRUUGL/YEDJSJpwAD6vIwMKkmx2ei6ff65lOmrr8/2EAu0n3Tw/D/B87dCq9UjMTEV//vfK/j001kAaMf33EOElBw2W/CtRb0hbzFqs7U+u19XRyRAKBzq5YiOJnl6VZVkoOoNRqzFxdE5HjYs/G7+ciQlAaNHt93nRRAaxMUB48YFUbbVBkhLI7WT933odtOxMcIqJ8fPfBoGdOhAJYNy1NdH2jtGEEEEv26E/eeA47irAfwPgAbA66IoPh3uz2wrsABeaHS88nbiby+jv1CQAhebSWE4iJhw7LMlSg9GCBQXF7dYJRKIlDAajTCbzXC5XKr7ViMkxo6l4Hb7dqVxo99sz7RpHoIBAHAeEHZLf44aRbWtzMDwv/8FtFoH/vWvA5gwYbjf7+V2UxkEw8SJx6DTKa28a2pokVtTQ9nZIUN8yY/4eApg8vKoNOK77yTZf0GBklhgHgL+WiNWVCgXsGfO3AxmkggchVb7PETRBq12JZ5/fhMKCkbj1Cngb3+jLXbvNkMU4wGQc9aGDScVxEJUFJV9WK2kqBg9WkWyqqIScesM+EdKB7gvmGTf+zsAN6p/ES9wHNC5swZFRb6vbdkCTJgQ1G5QWGjBrFl/gMNR2viMC273ZuzePc5DLLDM4dChyqAkNZW+r8FAC/MjR0h5IvezYEQEMxoEAINhCq6++m5cuHAWzz57H5zOFWCkwvDhkuJBDoej5ZLk6Gg6xro6Ir0SE5VkQ3PBPEHChYQEItXUgsCqKnLHZ2OspWRLBL9NtDepABAp6m2OC5BSrV8/iUzo0KHtjsnbb4Yp/iK+BhFEEMGvGWH9SeA4TgPgZQBXAjgNYCfHcWtFUTwU+J2/DEg9nSXFQlsqE/whVKRAc4/dn4w/VPL+UJcJhAPNJXW8y1b8eWI0haYIDX/H5Y+QeOghMpzbuFGSyDudwQcd3pkjjgP+f3t3Hh1lef4N/HvPTCb7QsISZIegoIBCIjAiGlmKnNhirf29Wl9jpZVjFS2/ek4tr+1p+mstrbb+Yl+Vim0p2FZqXV5RKwqp+YltqBrFsFeQLbJK2EMy2/3+cc0z8zyTyTJbJkm/n3M4ZJ6ZPPPMzE3Ifd3XfV233go8HNodAa/XiYceWoszZz7A6dMnItZK+MMfduLo0XGBW8fxxz9eiZkz/xp8nN8vk7ILF+Q5xoyJnI5rboFWUiIr8EZg4cMPgdtvt167sVoe/jr8fukaYUx0vV7g3XdDewjuucePsrL1ptoP09qsxpaWlsNu/xV8vsUAgF27ciy94NPTJbCwb5+seJ07F2ElOxDEmbb0IUxvPIB3+g3CvDNNaN1zCEBp4EE+VFREl9N+0UWIGFj485+bcPDg0xE/o3DSIeNiGBN7YBfS0rSlxsP5822DCkCogCMgk3Vz8MCQnQ1ce621S8iFCw689tq/4PH0B7ANQKgoxOzZ2/D7369tc+1+f+xp0UaL1N27Jcti797YAwsej4yzZO67ttlkn/nBg9aJjdcr9yW7UCNRMkXKsDl1Smq+tBcgTrbwzkKnT8sWifCCr0REfUmyY81TAezWWn8KAEqpNQAWAOgTgYXwPftGjYVYJr2JnjTHGtCI9Tram6AmqqNDos6TLOb3LZqgTvi2lbvuuqtNF5Gu6Cyg0V6wqbOAhNMZmqh7PF2fiEVKm6+okLZ/5gmhzzcfjzwyE36/31J4D5CV7yeeOAfACCz8Fj7f2eAeeiBU8C4vT1aE2kvhzsiQVSu/XyZSl18eum/XrraPt9kka8EoWqi13M7KshYJ27pVJv6AbF24885LgvdF6lJg3J4793WsW2ecewzq61cFH2e0/Tt4UH45jdTaEQBw223Y57oNn3wCPPfcMnie/QGAa2FM6EePbsb06VMjvyHtSE8/DGBwm+MffZSDzZt/Aafzx20+o/ACmhI4OQSvV7532LBm/OhHNRg3zoWjR+WXfaXab8dmMFLzI62y//jHUhxt7VrgrbfkmMezvs05hg49gscfvxJer7vN+FKq87aiHRkwQP5NjB0rn1WsKeHnzsnWoGQXUisulgDI8eOhYz5faIsQUW+VmSk/I41gsN8v/zeYt1l1t/R06/85bjdbqBJR35fswMIQAAdNtxsB9KndlOYJvDG5NI53VaInzYkMDgDo8FydpfEnqghkMopJJko8HTQidQiJ5XWFBw4ABFuFmrdEALCM0WgyLLTu+l5yp1MmWeYaAU4ncPvtdcjJeQGvvvpzyI+fafB6BwA4ZCm8BwAbN74Hrb8dOKMfwIpgazODxyMT1AkTIq9uG5SSFfCWllBRR4fDD6/XhmPHZBuFefLer58EHAoK5PwnT0pmQ3h6q3nfusslzyPFHENdCh54oLpNRsZNN92Adet8kB1iF2HSJGsvQqXkfcvIkO4DI0ZEfl0HD8p1u1zlWLPGCbd7brD1Wnl5dBvlGxrq8PbbLwL4RYR7ndB6PrzeNcHPKPx1GpP2SZNcmDlzVDCAtGDBlZg0SVYQMzMlQDN0aOeT2bQ0yQZoaLB2JQHkfZk+XX5ZNwILZjabG+PHN+Pyy1/BmjVu+P0+y/jyeuX54+klX1wsQRK7XVZF9+7tPFgSidfbPdsP8vNlT7zbLf82nYHOG+Fjmqg3Gj4c2L5dfjacPi0/M+MJHMbL+D+ntVX+b+rXj8VJiajvS3ZgIVKNYEvHYaXUIgCLACky2FvFExxI5KQ5kdexevVqS/HJ8HO1l8Zv7j6QqCKQPamYZLh4Pr9kFKaMNnskmuePZmWzsBDYtKkO27fXBoMBxkRUqRugtUymHY4vw+9fDkAhP78ouAre1BRabVeqDjfdNA8VFZWWDIDW1lAnic6KchUWyvaCrCxg+/Y6+HxZACR14a23tuLmm0OFFux2Oe+HH0q9iX37ZAKflmZ9nvDAAmBsBZDJrMfTikceWQy/3w+73Y4vfWkhKioqMWWKC/36teLkSTnZwIHTLddqTDS1ln3CHk/bFNpz52QbSE4OUFbmwlNP1eDb3740mEExtYvJCs3Ncq53362F37/bcl9ZGfDBB8atr8LheCn4WZpfp3nS3tBQhx07Qrn1DscOrFz5/zBmTDluvNGF/fu7nno/dKi8/qamyK0Yr7yybUHOK6/8HI8+2h85OU40NEzCiy864fW6LUGpc+fib41nHnODBkXeQtIRn09WMpVKfNHG9mRnW7OO4gmsEPUkRUUygddafl72hF8nCwok+NvaKj+riIj6umQHFhoBmH+FHArgkPkBWusVAFYAQFlZmSXo0JvEM7lM5KQ5kdcBoE2gwTwBjZTGD8DSfaC6uhp33HEHAMTVzrGnFZM0i/fzi5RJEA/z59La2oqqqipUVVVFDBwZ72dXMyyiCSwcPlyH//zP2cE09BtuuCM4EVVqLQAJLBQXP4TDh1fA7/fh0UfvA6Dg83kB/CZ4ri99aTiWLl3e5jm07vqKa34+gun5UkBxKIzAQl1doyWwAMjKV0uLdCk4eVJS3831G154YSu2bzfaOoYm8qWl5UhLk8msvBYftPbD7/fhpZeexmuvrcLy5TUYPtyFkyeN9yryZNvoz26shptXxJuawtN8XcGgQl6edbuHWUuLfJ/TKbUpmpulwOHRo+V49tmX4fGEHnvPPcDChcatBRg0aDf+8pc6AHWW12lM2j/+uA53330/PJ5Qn8ennroBXu9+pKU5cemlNbjmGleXJ7RSUFL6z4czAlAzZ34dNTWDUVgIfOc7wLx5/YOf06RJLixfXtNmu4bbLedNlJycthk6HTl/XjI40tPlM+0JBfCIerOsLAkeHz8uQYV4iqkmSn4+sGWL/KxhUVQi+neQ7F9n3gcwVik1CsBnAG4B8LUkP2dKxDO5TNSkua6uDgcOHIi5AGCkdHojY8Fut2PlypXwer1wOp2orq5u81yVlZWoNXUfaG1txeLFslpr3B+PVBTC7Ip4P79Eb4UJLyq6YcMGbNy4EdXV1cExGv55dvU5owksfPhhLbxeY+XeDa0RnIja7a/D630Mfr9CY+NgKHUTtP4zvF4PtF4G+VERyv//4hfbX+Lu6iTVnBYrdQBeQyAmhqamaVi/XrITzI8rKJAVc3OtCQB48MHDqKkJBSJGjz6D3FxZdjZPZvPzi/DLXy6B290CrTW01sHV/cGDXfj4Y/n+w4fl70g1C/r1k4yJTz8Frrsu9Ho/+8z6y7N5S8CsWZGLhDU3y+qZ3S4T2+xsCYj06wfceKMLR4/+ClVVzWhpycLFF0t7tjFjQqvxBw5chAMH5qGmZiR+/etXLa+zvr4Wb745zRJUcDhOw+PZD61lDGzaVIt586Ib2xkZCG7vMJi3YTgcP8ZPfvIPXHfdFRHHgrE9w9DaKq87kWnJNptsizhxomvZB+fPy/adf/1LOpkQUfwmT5Z/iz0lUJeZKXV/xo+PXFSYiKivSeqPX621Vym1GMCbkM3Ev9Nab0vmc6ZKvJPLeCfN4dsS7rrrrpgyBMKvw3hNBw4cwDPPPNMmYBDpuYzJq1KyWhvehjNePbE7RDyfX6LrRxhjsaqqChs2bAi+/ydOnIj4eUbKRgnX0iK/JEXzC9ucOeV4+GFncA/+7NmVuOGGyuDE+U9/OoING2RWpfVjsNnWw2YbBK/3Qct50tN9mDCh/WXgrtZ9CJ90Tp8+GH//u3y9ZUs/LF0qLRV/FtYQN3yl6cQJ4G9/s+bRFxdvAvCF4G3zZLakZCJef3011q5dCb/fG1zdb24Off+OHUBLyzY8/vhceL0tlpoFaWmyqn3smOwdHjhQJsdG1XNAMjE2bAidb9486zV7PNLNQmupTZCTI6v25vcuNxeYPHk6nnhC2kt+8Yuhcz31lPlsOfB6p6O+vhZ33imZLt/61my43WOhtfWzGzLkHI4cCWU1zJlTjmilp4d+KW9qkqwA8zYMn8+Nw4ffQHr6FV0639mzUrsh0b/oFxcDhw51/ji/XwI7w4bJ58ftCESJEU3guzvk5Eg2WHdtdSIiSrWkx3W11n8F8NdkP09PkMoV9fBtCcOHD09od4m6urpg9oI5YBD+XOGdMpYsWWLJ4og3KJDILhOpDE6Ynz8Z9SNcLheqqqqwceNGy3kjfZ6dZS9oLRPa8LaJXbmG55+vwdq1tZg7txwFBS7074/gPvx33pkMYDOAYgAXYciQDzBrlh+rVlnP4/FswPbteW26K/h8EujoavuutDR5/ObNdbj33tlwuwcCWGx5zIYNkdtMmtXWAlqH9iA4HItwxx13tvt4I8hQUVFpyUbYbSpn8MILAHAZgFUAbm5TyLKhoQ7/+EctPv+8HLff7sKZM9bn2LxZAh6ABCGmTLHe39QEXHyx1AIwOmeEv0a7PTTRvcI0R6+slMn4s8+Gjik1D6WlZQBCk3ytf4hQi0kpjrl48RAUFdXgvfdqMXFiOWbMiP7fmtMZqq7u80lAYPLkttswusrvj63IYmc6mzz4/ZKp4HZLW8+0NLaeI+rLbDZugSCify89JGGM4pXs4oadBQzCH2tMTCdOnGjZWhFvUMAcQGlpacHq1atTvvUgWpGePxn1IzrKojHfF569EJ4xcfKk7FmNZTJWUeHC3LkuNDcD770XOl5fXwuv93MA9wJ4EQBw8OCoNkEFAND6DdTXD7IEFrxeWYWPdiUoNxd4/31jIrw/4mM2b5ZV/fYEmqUAAK6+ej0WLryzTdAjkvCU/Mgp8F+BzfZlOBzrgpNlc9r/s886MWpUDfLzXZbAwI4doa+vuca6z//CBdnqUFLS6SVi8GDgyJHQFgtja8Z115XjyitduP9+OV5c/A1MmiTFLUpLy2GzlcLvvyl4nu9/fwuuv35i4BpdGD3aFdeqXW5uqEDj4MGA3R65dkJnjGBUMqrFZ2TI+3zsmGyzCM9EaGqSPeB2e2LrOxARERH1BAws9HBdXVnvjuKG5tXu8IKM7V2nOciwbNmyuFP+y8vLYbfbAwXxNFauXBn1lo9Ebz0wdPWzivT8S5cuTepn1tF95uyFSIEirzf2Ctt2e2gSZ049DxX+ewXAw/D5Horw3V4Aa5GWtgqlpaGkJ69Xivn5fMC4cdFdz6ef1uHQoQOw2x1QCvD59sNcywEA3n+//cDCqVNAfX3o9o03FqK+XoobRJrcRqqZYLT7a29vfUbGCnzhC/8VvG3tMuHGiy/WYu5cl2Ul7MCB0NdjxljPd+6c1EroCvPkP7ydZHX120hLmwaPB/jssyy8+65ksUya5EJx8RNobJTvU+ovOHlyNzIyJgbP5XbHV9MgN1fqUDidwOjRUl8iPFDTFRcuSIAsWfudS0uleNzmzRJEMLYOtbbK11dcwSwFIiIi6psYWOjBol1Z746tGOHXVFlZ2eXrTERWhcvlwsKFC/H0008HCuF5ow4MJCO7I/w9qK6uxokTJyIGGcxKZhIUAAAZFklEQVTFFZVSKEpGXnYUOgpKaS3pnOYWdbHIyJDz+P3yt7nA4ZQp5fjZz4BPPgk93uEAnniiHlu27EJp6V8tE8hz52T1PScnuuuqq6vDwoWhOiQ33ihdTF580fq499+P8M0B77yDYMHHkpIzeOihmcGJt1ETwRA+MX/yyRoMHiyZBsYEN5Lm5v545ZUmvPHGbCxfXtOm+8KIEeUoKgK2bQsFLfbvDz2vOQiktfwpLOzae5SRIZNuv79tO8mtW/+GyZOnBTNPliyR11BeDjQ2hnqpORyPobT0Mct5fb74qrTn5QE7d0pQISdHAg2trdHXJ2hpkXMkixEw8vmAhgbZeqK1ZP2UljKoQERERH0XAws9kLHyfeDAgaSsrMcj0mo7gC5dZ6KyKiorK9ussEdTMyEZ2R3m9yW8G0Z4oMXlcqG6uhqLFy+Gz+fDkiVLMHHixJR+tu0FpXw+mTx2pYVeR5SSyaG5YKB5xfkrX7EWTRw/Higrm4aysraFHdxumbz16xfdNdTW1praXQLFxcNRWTkCV18tAYq775YJ9c6dUlPAqEVg1tAQ+rp//3p8+mlo4m3URNA68sT83Xdr8eCDLowdK+nyH33U/rVqXQqvd02wQGJ42n940CIj4xQAqVxmDiycPy+fX1cLXColE3ePBxHbSaalWbe0nDhhDcwMHboX//Vfj7XJJNC669cQSWamZKoYwZgBA4DGxugDC1pH/lwTbcgQeW8++0ze01GjJMhARERE1FcxsNADmCfFACzdHWJtHZks7a32dzUDIBFZFZHaYkZbMyHR2R3m98Vc3LK1tRVVVVWoqqqyPN+JEyfg9/sT3jGjq7oaiFEq1HkgXgUFMtGKNMGcP98aWBg5MvI5jD3ysezXD2WKyET5ssvKYbcDM2fK/ePGAdu3S1Dggw+ktWO4nTtDX8+cORAffdS2gODx4zKBHT/eOjGfOLEcI0ZIkKa4uLPV6ymWc5qDMA0NdVixogpudyu09sPjSUdrqwQV0tKsWyyMtobRyMmRLR8TJrjwk5/UYN++UEDjkkuk9eSuXbI14exZ6/d+97ujMGnSKMsxI5gUT8aC8f3GOQoLgb17YztXvNk3XaGUbD/Jz5faCpdcwnZzRERE1LcxsJBi4Sn08+bNQ0uL9LwHgLvuugvDhw/vMa0V21vtT3Z9h0jXkcjaDYm4nvDilq2trfD7/diwYQM2btxoCXgku9hmR6LZYuN0xrc33qxfP2Dfvsj3ZWcDt94KPPec3K6oiPy4c+eM4n3RP7/L5cKbb9bgd7+rxeWXl2PYMOtrnjpVAgsA8I9/tA0suN2wdHKYP/8yjB9vzSQ4e1YCKJddBvTr58JPf1qDLVtqMWlSOebMcVnqTfTvD8yYgWDLywkTPsTWrdLOwemchm9+8yNs3+5Fff2yNpkKRlDBZrPBbr8UgQYtGDYs9N6cOycT8K5ugzDk5UlGhd0OjB/vwrRpLmRJnUakpwM//KF8XV+/Cc8//zkOHZqJAwfyMWsWEGkYnT4t74fN1va+rkpPl+syriPa4IDR2SQnp/u2IyglAbL2gmREREREfQkDCykWnkL/6quvBoMKDocj6sKE3SHSan8qW22GT9KLioqwbNmy4GR99erVAJD09zK8G0ZVVRU2bNhgyUoAEAzAdHcwxhBN8cqsrMSt8GZlyQSvPYsXS6p7cTFQVtb2fr9f9sgPGxb7Ncyc6UJLi2xXSE8P7dNvaKjD6dO7AdwOAHj3XblW8yrzp59KOj4gqe55edZMAp9Pru/KK+U9c7mAKVNc+PxzF/bsAUZYa0Ri4EDglluAvXubceTI29i27asAGgEUwu3OwJNPXgIAUOo7cDp/HNwOIR0tJKgwatRPAdyDPXvknOZtEM3NwMSJ0a+UZ2eHXktRkWQvGBN6Q0NDHe6/f3a79SUMRnvIeLcBpKVJbQQj2yUzU455vRIA6eg1trZKjYOhQ5NbX4GIiIjo3xkDCykWnkLvDyw9KqUwf/784GS0vYmfkdJeVFTUbrHAvq69Vph2ux1aa3g8HgDAypUr8fbbb3dbRkVVVRU2btxoCXiEZwosXbo06dcSrqvZEna7ZAc4nYl53txcyVo4fz5ysCI9Hfj619v//pMnZa96vBkU+fmSLeDxyD79119fgUceWRwIGlQAKMTx45Lub+46YW7pOH582/OeOiXXZ35t6ekShBgypO3jc3Olg8OXv/w4li//AbT2AdgMYJblcVovgdcbyowwtlco9b+wZ8+DlscagQWfTybe0dahMK4ZkEn7kCHyvpuDLOFbMcz1JcKdPy/nSMQYMr+HRsZHY6N8jgMHRq630NoKnDkj2SgDBsR/DUREREQUGQMLKdbRpPiNN97Aq6++GpyEArCscBsp7UbKvc1mQ3p6epdqDPQ1RraAeVuEzyjfH9Dd2yTCt40kq81lvNfV3jXYbIlf4S0pka4LTqdMXI2tAZ3xeCTQUVIS/zWMGycr8KdOAa+/Xoef//xe+HyBVAS8CeBWAJK1MG6cTNL/8hfgF7+wnsPM55OMivCshI5kZ8t7nJdXBJvNBkBDqS3w+WaFPXIq7HZncDuEkbmwbt3iYKaCwXj+5maZbMeyr988Qe/XTybk58/LNoJIWzHMtSDCud2xBTe6on9/KZA4alT7hRxPnQKmTGFQgYiIiCjZGFjoAcJT6I2OEM8880xwErp69WpLJwRjYuh2u4NZDqkqBBhJNF0aEvk85eXlsNvtbYIKQGoKYIZvEUlVXYXOrqu7FBbKSv3587KabLQ3NDQ01FlqFhhOn5YCeInYH28UfszNBRoaaoP/fgDAZlsHv18CC+vWAbfdJl0Pqqut5wgPLJw+LRPcaDof2O1AY2MdHntsCXw+H2w2GyoqJmLt2vBHFqGyclWwxkJ9fS2GDZuHPXvatjcwAgsXLsS+/cDILlBKAj/DhgEffiiBhfCtGFOnzsGiRVURsxUAyXRIVrHE4mIJGFy4AOzf3/b+5mbJTklU8VEiIiIiah8DCz2MMeGrq6uzBBIAWGoxLFmyBBdddBEcDge01sGMhVRPWIHoigMm43kWLlyIp59+Glpr2Gw2lJWVYcqUKSmvV5GMNpe9jc0m9RPS0qTzwoULof374S0UjX37fr9MUIuLE3st6enA1KnlWLMmHR5PK5Sy4b77ZmH5cgl67NsHfP/7wCeftP3e8MCC1xvbRH779tBEHVDIytqD8K0QALB1a398/HEd7rlH3h+lNIAplsc4HBLcMMTaVtFmC2VT2O1SjBKQzyC8BWVHQQVDV7NSomW3yx+HQ8aTzyfX3NQkXwOyBSKeopFERERE1DUMLPRQkVoqrlq1Krjt4b1AM/m0tDQsWrQIkydP7jE1Fror5b+956msrLQEZaqrq1P+ngDdl8XR0xmr+kOHAlu3hgILxmq43++z7Ns/c0b210eTDdBV113nwqOP1mDXrlCWREZGqPXl//xP2+9Rai2WL38DFRWVwcCHzRbbRP7aa8vx5JOhifqcORPw8cfWeg4AsGnTddi27RTc7mJovRfALcH7vvY1YMeOJhQVvYv9+wdg/Hh5DeEFF6ORkxN6v9PTJdPkwgVYtmKEZ5WEM1qDRtqikEg2mwSdDhyQ28OHS+0KpZIzZoiIiIioLQYWerDwdPWamhpUVVVh/fr1wc4RXq8Xw4cPx6JFi1J1mW10VyvF9p6nJ2YGdFcWR29SWAiYdiG0WQ039u273RKESIaCAuDii1246qrQZ3HzzbJn/w9/CH/0rwAsh9a78NJLwGuvrcLy5TUYPdqFAQNia4E5Y4YLy5bVYM+e0ET9t7+VDhSNjR/ie98LZSWcPVsAu/0BaL0Cfr8Uv8jOBq69dhNefHEWPB43Nm504tFHazBnTnxjKy/PuoVh2DCgoUGCFeZOGB1pbQ1lOyTb4MHA2bOyXSba9ppEREREFD8GFnoRo9OAsVIPpKZuQGe6a2Lf0fOksv1luLq6OlRVVQWzTXpKHYxUy8yUCWxLi6wsR1oN1zr2bICuyMqyBjcM998P7NhxAvX1RcFjDsfT8Pl2QWsNrRHMqhg82IWxY2N7fqcTGD/ehWuucVmOjRsHjBs3BbfeCjz3XOjxRUXfwOjRl2HTJrl91VVAQ8PbbTI9brstvrE1cqS19oVRgPH4cfk8iooifptFS0vkbhjJUFQk7T2JiIiIKDUYWOhlXC4XamtrsXr1agBIed2A9nTXxL4nBRAiidS5oycGg1KlpERqLRj1E8JXwy9ckBVoR5J+UmVmtl88cujQ51Bf/0UAc6HU01iw4BoA12Dt2pXw+71wOJwoKSmH3x/7ynxnbRgfeAC4+27g+uvlvTh2LANud3nw/quvBoYNs2Z6TJ5cHndLzvDsi8xMqVfg90tXj454vXKtXm/yAkJERERE1LMwsNAL9fTJNIWYO3fYbDbMmTMHVVVV/PwCBg6UNPaTJ62T85MnZXLrdsvqebI4naHWl9u3h4pH2u12+P0awP8FMABKnQLwDVRUVKKiohL19bUYPboc8+e70L9/7PUMnE4JbGjdfmvI7Gxg2jSgtlZunzolfysFzJgBFBSEMj0uuaQcs2e7YtqW0ZnCQrlO4/1qL9jT1CSP9Xrjq/NARERERL0H62X3EnV1dVi2bBnq6upSfSkUBaMOhN1uR3p6OoMKYZQCxo+XlfCWltBxrxfweORPvKvvnSkokHoAf/+7uXikB36/N/CI41DKj5dffgbf+tZsAMDXv74U48e7MHJk17YFtMcoMGi83ghdUgFIZkK4iRNDwZhJk1y4886lKClxxdxmsqvXa7R4jMTY1lJWBlx7bfJaTRIRERFRz8KMhV6Ahf+6pid2XeiJhSR7msxMoLQU+Oc/Q6vgaWnA5ZcDO3dKh4JkKigAjhwBLrsstKXAZrMDUIHggoLf74fW/mANgzFjJFMhER0PcnOB8+el+KBSksURbsaMtsdmz458vry8+K+pI4MGAYcORd7mcOYMMHlyqBUkEREREf17YGChF+iu9o29WU8OvnDrSucKC6Wi/+7dMlnv31/+TJsmxQKTKTcXaG4G5s93AQh1aACkBWZ+fhF++csllm4Vzc2IuWBjuKws4MQJ2WKQlhZa9TcbMABYsAB45RUpiLhgAfAf/2F9jNcr711aWmKuqz25ubIlwuORQJCxhaOlRTIUIgVGiIiIiKhvY2ChF+iu9o29GYMvvd/gwcCuXZJmb0zakz1JBmRiP3QoMGaMbCnIzUWwgOOddy4FAJSUTLR0qzh2LNQpIV45OVI3Ydw4eQ/ee69tYAEAfvAD4L77ZGtIpHoMbnfysxUAeb+GDZNgSFOTXH92dihbIdmBICIiIiLqeRhY6AWYTt85Bl96v8xMWe0+eLB7uwlkZ0tNAIcDOHy4DosXSwHHtDQnli+vCXaqMLpVuN0yuY40+Y9FerpMxouLpV6DwyE1JyJN0DvqPuF2S2ZDd5gwQf4+dQrYuhU4elQ+v+56fiIiIiLqWRhY6CWYTt8xBl/6huHDZeW7u4v+GbUdduwwF3CUegrm9peApPz375+4505Pl4BBXp5kIuTlSZAg2sBFdxS6DFdQAFx1lWQv2Gysq0BERET07yqupFWl1KNKqZ1KqQal1MtKqQLTfUuVUruVUruUUvPiv1SijrlcLixdupRBhV6sqAiYNCl16fRz55bD4ZAuHkY9hXCtrVITIlEyMmQrhlEIsrDQ2iEj2nN1N5tNMhXi6Y5BRERERL1bvL++rwcwQWs9CcC/ACwFAKXUpQBuAXAZgOsBPKWU4loWEXXIZkvtBLW83IX//u8afPObPw5ugwindWIzKpxOKVxpyM+X7AO/H/j88+jOlYguFURERERE0YprK4TW+i3TzU0Abg58vQDAGq11K4C9SqndAKYCqIvn+YiIkm3ePBdKSlwdBjiyspL3/Ma5z54FfD7JkOgoYOD1hrZypCJjgYiIiIgokQnHCwG8Efh6CICDpvsaA8eIiHq0oiKZ0Efi9crk3elM3vNnZsrfra3AoEHA+fPtP9brBY4ckcyGzEx2ZCAiIiKi1Oj011Cl1Aal1NYIfxaYHvMQAC+APxqHIpxKt3P+RUqpD5RSHxw/fjyW10BElDB5eVKEMDy4cPKkFJZMZH2FSBwO2WrhdAIjR7Yf5ACA06eBiy+WbRPd0WqSiIiIiCiSTrdCaK3ndHS/UuoOADcAmK21NoIHjQCGmR42FMChds6/AsAKACgrK4sYfCAi6i5G68fjx0PtHc+fl0wFrzexHSHaU1gogYWCArmeSO0n/X75M3q0ZFl4vcm/LiIiIiKiSOKqsaCUuh7AgwCu1Vo3m+5aC+BPSqnHAFwEYCyA9+J5LiKi7jJmjLRQPHsWyM2VwEJpqXQ/UJHysRJs5EjJXLDbJZBx+LAEFgYODD3mzBlpz5mebj1ORERERNTd4t2R+wSAXADrlVKblVK/BgCt9TYAzwPYDmAdgHu11h0k9BIR9RzZ2cC0adIB4tQpmeQXFnZPUMF4fqNg44gRst0hLw+4cCH0GLcbGDy4e66HiIiIiKgj8XaFKOngvocBPBzP+YmIUiUrC5g6Fdi0STIDHHH9tIxdUZH8SU8HduyQIo0+n2QzsK4CEREREfUEKfpVmYio58vOBmbM6BndFvr1kwwKQLZmFBdLcIGIiIiIKNUYWCAi6kBGRqqvQOTkSEFHrxdoaeE2CCIiIiLqOXrAOhwREXVGKQkmHD0q2zLy81N9RUREREREghkLRES9xIgRUm/ByF4gIiIiIuoJGFggIuolsrLkDxERERFRT8KtEEREREREREQUMwYWiIiIiIiIiChmDCwQERERERERUcwYWCAiIiIiIiKimDGwQEREREREREQxU1rrVF9DkFLqOID9qb6OGPQH8HmqL4L6LI4vSjaOMUomji9KNo4xSiaOL0q23jbGRmitB4Qf7FGBhd5KKfWB1ros1ddBfRPHFyUbxxglE8cXJRvHGCUTxxclW18ZY9wKQUREREREREQxY2CBiIiIiIiIiGLGwEJirEj1BVCfxvFFycYxRsnE8UXJxjFGycTxRcnWJ8YYaywQERERERERUcyYsUBEREREREREMWNgIQ5KqeuVUruUUruVUt9L9fVQ76SU+p1S6phSaqvpWKFSar1S6pPA3/1M9y0NjLldSql5qblq6i2UUsOUUm8rpXYopbYppb4dOM4xRnFTSmUopd5TSn0cGF8/Chzn+KKEUkrZlVIfKaVeC9zmGKOEUErtU0ptUUptVkp9EDjG8UUJo5QqUEq9oJTaGfh9zNUXxxgDCzFSStkBPAlgPoBLAdyqlLo0tVdFvdTvAVwfdux7AGq01mMB1ARuIzDGbgFwWeB7ngqMRaL2eAE8oLUeD2A6gHsD44hjjBKhFcAsrfXlAK4AcL1Sajo4vijxvg1gh+k2xxgl0nVa6ytMLf84viiRHgewTms9DsDlkJ9lfW6MMbAQu6kAdmutP9VauwGsAbAgxddEvZDW+h0ATWGHFwBYFfh6FYAbTcfXaK1btdZ7AeyGjEWiiLTWh7XWHwa+Pgv5z2wIOMYoAbQ4F7iZFvijwfFFCaSUGgqgAsBvTIc5xiiZOL4oIZRSeQCuAfBbANBau7XWp9AHxxgDC7EbAuCg6XZj4BhRIgzSWh8GZGIIYGDgOMcdxUwpNRLAZAD/BMcYJUggRX0zgGMA1mutOb4o0aoBfBeA33SMY4wSRQN4SylVr5RaFDjG8UWJMhrAcQArA9u5fqOUykYfHGMMLMRORTjGFhuUbBx3FBOlVA6AFwEs0Vqf6eihEY5xjFG7tNY+rfUVAIYCmKqUmtDBwzm+KCpKqRsAHNNa13f1WyIc4xijjszQWk+BbG++Vyl1TQeP5fiiaDkATAGwXGs9GcB5BLY9tKPXjjEGFmLXCGCY6fZQAIdSdC3U9xxVSg0GgMDfxwLHOe4oakqpNEhQ4Y9a65cChznGKKECqZ21kD2hHF+UKDMAfEkptQ+y7XSWUuoP4BijBNFaHwr8fQzAy5C0c44vSpRGAI2BbD4AeAESaOhzY4yBhdi9D2CsUmqUUsoJKbKxNsXXRH3HWgB3BL6+A8ArpuO3KKXSlVKjAIwF8F4Kro96CaWUguzr26G1fsx0F8cYxU0pNUApVRD4OhPAHAA7wfFFCaK1Xqq1Hqq1Hgn5XetvWuv/DY4xSgClVLZSKtf4GsAXAGwFxxcliNb6CICDSqlLAodmA9iOPjjGHKm+gN5Ka+1VSi0G8CYAO4Dfaa23pfiyqBdSSj0HoBxAf6VUI4AfAvgZgOeVUt8AcADAVwFAa71NKfU85AeSF8C9WmtfSi6ceosZAG4HsCWwDx4A/g84xigxBgNYFahYbQPwvNb6NaVUHTi+KLn4M4wSYRCAlyUGDweAP2mt1yml3gfHFyXOfQD+GFiM/hTAnQj8n9mXxpjSulds2SAiIiIiIiKiHohbIYiIiIiIiIgoZgwsEBEREREREVHMGFggIiIiIiIiopgxsEBEREREREREMWNggYiIiIiIiIhixsACEREREREREcWMgQUiIiIiIiIiihkDC0REREREREQUs/8PxmF3Xx3RG6cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT FINAL RESULT ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "\n",
    "for i,ax in enumerate(axes):\n",
    "    \n",
    "    posrange = np.arange(window_len,timesteps)\n",
    "    \n",
    "    ax.plot(series['original'][i,1:], '.k')\n",
    "    ax.plot(posrange, series['smooth'][i,1:], c='blue', linewidth=3)\n",
    "    \n",
    "    ax.fill_between(posrange, \n",
    "                    series['low'][i,1:], series['up'][i,1:], \n",
    "                    color='blue', alpha=0.2)\n",
    "    \n",
    "    ano_id = series['ano_id'][i][series['ano_id'][i] != 0] -1\n",
    "    \n",
    "    if len(ano_id)>0:\n",
    "        ax.scatter(ano_id, series['original'][i,1:][ano_id], \n",
    "                   c='red', alpha=1.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PATTERN ANOMALIES: SEASONAL DATA WITH TREND AND SHIFT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### GENERATE DATA ###\n",
    "\n",
    "data[:,300:380] = data[:,300:380] + 40\n",
    "\n",
    "plt.plot(data.T)\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 601/601 [00:22<00:00, 26.89it/s]\n",
      "MovieWriter ffmpeg unavailable; trying to use <class 'matplotlib.animation.PillowWriter'> instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CREATING GIF...\n",
      "DONE\n"
     ]
    }
   ],
   "source": [
    "### SIMULATE PROCESS REAL-TIME AND CREATE GIF ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,9))\n",
    "camera = Camera(fig)\n",
    "\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "series = defaultdict(partial(np.ndarray, shape=(n_series,1), dtype='float32'))\n",
    "recovered = np.copy(data)\n",
    "\n",
    "for i in tqdm(range(timesteps+1), total=(timesteps+1)):\n",
    "    \n",
    "    if i>window_len:\n",
    "    \n",
    "        smoother = DecomposeSmoother(smooth_type='convolution', periods=24,\n",
    "                                     window_len=window_len, window_type='ones')\n",
    "        smoother.smooth(series['recovered'][:,-window_len:])\n",
    "\n",
    "        series['smooth'] = np.hstack([series['smooth'], smoother.smooth_data[:,[-1]]]) \n",
    "\n",
    "        _low, _up = smoother.get_intervals('sigma_interval', n_sigma=4)\n",
    "        series['low'] = np.hstack([series['low'], _low[:,[-1]]])\n",
    "        series['up'] = np.hstack([series['up'], _up[:,[-1]]])\n",
    "\n",
    "        is_anomaly = np.logical_or(\n",
    "            series['original'][:,-1] > series['up'][:,-1], \n",
    "            series['original'][:,-1] < series['low'][:,-1]\n",
    "        ).reshape(-1,1)\n",
    "        \n",
    "        if is_anomaly.any():\n",
    "            ano_series = np.where(is_anomaly)[0]\n",
    "            series['ano_id'] = np.hstack([series['ano_id'], is_anomaly*i]).astype(int)\n",
    "            recovered[ano_series,i] = smoother.smooth_data[ano_series,[-1]]\n",
    "            \n",
    "        for s in range(n_series):\n",
    "            pltargs = {k:v[s,:] for k,v in series.items()}\n",
    "            plot_history(axes[s], i, is_anomaly[s], window_len, \n",
    "                         **pltargs)\n",
    "\n",
    "        camera.snap()\n",
    "        \n",
    "    if i>=timesteps:\n",
    "        continue\n",
    "    \n",
    "    series['original'] = np.hstack([series['original'], data[:,[i]]])\n",
    "    series['recovered'] = np.hstack([series['recovered'], recovered[:,[i]]])\n",
    "    \n",
    "\n",
    "print('CREATING GIF...')  # it may take a few seconds\n",
    "camera._photos = [camera._photos[-1]] + camera._photos\n",
    "animation = camera.animate()\n",
    "animation.save('animation4.gif')\n",
    "plt.close(fig)\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT FINAL RESULT ###\n",
    "\n",
    "fig = plt.figure(figsize=(18,10))\n",
    "axes = [plt.subplot(n_series,1,ax+1) for ax in range(n_series)]\n",
    "\n",
    "for i,ax in enumerate(axes):\n",
    "    \n",
    "    posrange = np.arange(window_len,timesteps)\n",
    "    \n",
    "    ax.plot(series['original'][i,1:], '.k')\n",
    "    ax.plot(posrange, series['smooth'][i,1:], c='blue', linewidth=3)\n",
    "    \n",
    "    ax.fill_between(posrange, \n",
    "                    series['low'][i,1:], series['up'][i,1:], \n",
    "                    color='blue', alpha=0.2)\n",
    "    \n",
    "    ano_id = series['ano_id'][i][series['ano_id'][i] != 0] -1\n",
    "    \n",
    "    if len(ano_id)>0:\n",
    "        ax.scatter(ano_id, series['original'][i,1:][ano_id], \n",
    "                   c='red', alpha=1.)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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